this file was created with JabRef 2.2. Encoding: UTF8 @INPROCEEDINGS{DBLP:conf/ai/AnnettK08, author = {Michelle Annett and Grzegorz Kondrak}, title = {A Comparison of Sentiment Analysis Techniques: Polarizing Movie Blogs}, booktitle = {Canadian Conference on AI}, year = {2008}, pages = {25-35}, bibsource = {DBLP, http://dblp.uni-trier.de}, crossref = {DBLP:conf/ai/2008}, ee = {http://dx.doi.org/10.1007/978-3-540-68825-9_3}, url = {http://www.springerlink.com/content/m7397782514w1731} } @INPROCEEDINGS{Agarwal2009, author = {Agarwal, Apoorv and Biadsy, Fadi and Mckeown, Kathleen}, title = {Contextual Phrase-Level Polarity Analysis Using Lexical Affect Scoring and Syntactic {N}-Grams}, booktitle = {Proceedings of the 12th Conference of the European Chapter of the ACL (EACL 2009)}, year = {2009}, pages = {24--32}, address = {Athens, Greece}, month = {March}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/E09-1004} } @INPROCEEDINGS{Ahmad2006, author = {Khurshid Ahmad and Lee Gillam and David Cheng}, title = {Sentiments on a Grid: {A}nalysis of Streaming News and Views}, booktitle = {5th Language Resources and Evaluation Conference}, year = {2006}, volume = {3932}, pages = {167--187}, url = {http://nl.ijs.si/sdjt/bib/lrec06/pdf/394} } @INPROCEEDINGS{Akkaya2009, author = {Akkaya, Cem and Wiebe, Janyce and Mihalcea, Rada}, title = {Subjectivity Word Sense Disambiguation}, booktitle = {Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing}, year = {2009}, pages = {190--199}, address = {Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/D/D09/D09-1020} } @INPROCEEDINGS{Alm2005, author = {Cecilia Ovesdotter Alm and Dan Roth and Richard Sproat}, title = {Emotions from Text: {M}achine learning for text-based emotion prediction}, booktitle = {Proceedings of the Human Language Technologies Conference/Conference on Empirical Methods in Natural Language Processing (HLT/EMNLP-2005)}, year = {2005}, pages = {347-354}, address = {Vancouver, Canada}, url = {http://aclweb.org/anthology-new/H/H05/H05-1073.pdf} } @ARTICLE{Anderson1982, author = {C.W. Anderson and G.E. McMaster}, title = {Computer assisted modeling of affective tone in written documents}, journal = {Computers and the Humanities}, year = {1982}, volume = {16}, pages = {1--9}, comments = {Theresa's list}, keywords = {Psychology}, } @INPROCEEDINGS{ESULI08.566, author = {Andrea Esuli, Fabrizio Sebastiani and Ilaria Urciuoli}, title = {Annotating Expressions of Opinion and Emotion in the Italian Content Annotation Bank}, booktitle = {Proceedings of the Sixth International Language Resources and Evaluation (LREC'08)}, year = {2008}, editor = {European Language Resources Association (ELRA)}, address = {Marrakech, Morocco}, month = {may}, date = {28-30}, language = {english}, url = {http://www.cs.pitt.edu/~wiebe/pubs/otherspapers/esulilrec08.pdf} } @INPROCEEDINGS{Andreevskaia2008, author = {Alina Andreevskaia and Sabine Bergler}, title = {When Specialists and Generalists Work Together: Overcoming Domain Dependence in Sentiment Tagging }, booktitle = {Proceedings of ACL-08: HLT}, year = {2008}, pages = {290--298}, address = {Columbus, Ohio}, url = {http://www.aclweb.org/anthology/P/P08/P08-1034} } @INPROCEEDINGS{Andreevskaia2006a, author = {Alina Andreevskaia and Sabine Bergler}, title = {Mining WordNet For a Fuzzy Sentiment: Sentiment Tag Extraction From WordNet Glosses }, booktitle = {Proceedings of the 11rd Conference of the European Chapter of the Association for Computational Linguistics (EACL-2006)}, year = {2006}, url={http://www.aclweb.org/anthology/E/E06/E06-1027.pdf} } @INPROCEEDINGS{Andreevskaia2006b, author = {Andreevskaia, Alina and Bergler, Sabine}, title = {Semantic Tag Extraction from {WordNet} Glosses }, booktitle = {Proceedings of the 5th Conference on Language Resources and Evaluation (LREC-2006)}, year = {2006}, address = {Genova, Italy}, owner = {cem}, url = {http://www.cs.concordia.ca/~andreev/LREC06.pdf} } @INPROCEEDINGS{asher-benamara-mathieu:2008:POSTERS, author = {Asher, Nicholas and Benamara, Farah and Mathieu, Yvette Yannick}, title = {Distilling Opinion in Discourse: A Preliminary Study }, booktitle = {Coling 2008: Companion volume: Posters and Demonstrations}, year = {2008}, pages = {5--8}, address = {Manchester, UK}, month = {August}, publisher = {Coling 2008 Organizing Committee}, url = {http://www.aclweb.org/anthology/C08-2002} } @INPROCEEDINGS{Attardi2006, author = {Attardi, Giuseppe and Simi, Maria }, title = {Blog Mining Through Opinionated Words}, booktitle = {Proceedings of TREC 2006, the Fifteenth Text Retrieval Conference}, year = {2006}, address = {Gaithersburg , US}, owner = {cem}, timestamp = {2008.03.27}, url = {MISSING} } @UNPUBLISHED{Aue2005, author = {Anthony Aue and Michael Gamon}, title = {Customizing Sentiment Classifiers to New Domains: {A} Case Study}, note = {Submitted to RANLP 2005}, year = {2005}, owner = {cem}, timestamp = {2008.05.09}, url = {http://research.microsoft.com/~anthaue/new_domain_sentiment.pdf} } @INPROCEEDINGS{Bai2005, author = {Xue Bai and Rema Padman and Edoardo Airoldi}, title = {On Learning Parsimonious Models for Extracting Consumer Opinions}, booktitle = {Proceedings of the Proceedings of the 38th Annual Hawaii International Conference on System Sciences (HICSS'05) - Track 3}, year = {2005}, doi = {http://dx.doi.org/10.1109/HICSS.2005.465}, isbn = {0-7695-2268-8-3}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{Bai2004, author = {Xue Bai and Rema Padman and Edoardo Airoldi}, title = {Sentiment Extraction from Unstructured Text using Tabu Search-Enhanced {Markov} Blanket }, booktitle = {Workshop on Mining the Semantic Web, 10th ACM SIGKDD Conference}, year = {2004}, note = {A longer version is elsewhere in this file}, owner = {cem}, timestamp = {2008.03.28}, url = {http://km.aifb.uni-karlsruhe.de/ws/msw2004/camera/Proceedings of ACM SIGKDD Conference on Knowledge Discovery and Data Mining 2004 (KDD 2004)-wmsw-bai-revRema.pdf} } @INPROCEEDINGS{Balahur2009, author = {Balahur, Alexandra and Kozareva, Zornitsa and Montoyo, Andr{\'e}s}, title = {Determining the Polarity and Source of Opinions Expressed in Political Debates}, booktitle = {CICLing '09: Proceedings of the 10th International Conference on Computational Linguistics and Intelligent Text Processing}, year = {2009}, pages = {468--480}, address = {Berlin, Heidelberg}, publisher = {Springer-Verlag}, doi = {http://dx.doi.org/10.1007/978-3-642-00382-0_38}, isbn = {978-3-642-00381-3}, location = {Mexico City, Mexico}, owner = {cem}, timestamp = {2009.08.20} } @INPROCEEDINGS{balogetal2006, author = {Balog, Krisztian and Mishne, Gilad and de Rijke, Maarten}, title = {Why Are They Excited? Identifying and Explaining Spikes in Blog Mood Levels }, booktitle = {11th Meeting of the European Chapter of the Association for Computational Linguistics (EACL 2006)}, year = {2006}, url = {http://staff.science.uva.nl/~gilad/pubs/eacl2006-moodsignals.pdf} } @INPROCEEDINGS{BANEA08.700, author = {Carmen Banea and Rada Mihalcea and Janyce Wiebe}, title = {A Bootstrapping Method for Building Subjectivity Lexicons for Languages with Scarce Resources }, booktitle = {Proceedings of the Sixth International Language Resources and Evaluation (LREC'08)}, year = {2008}, editor = {European Language Resources Association (ELRA)}, address = {Marrakech, Morocco}, month = {may}, date = {28-30}, language = {english} } @INPROCEEDINGS{banea-EtAl:2008:EMNLP, author = {Banea, Carmen and Mihalcea, Rada and Wiebe, Janyce and Hassan, Samer}, title = {Multilingual Subjectivity Analysis Using Machine Translation}, booktitle = {Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing}, year = {2008}, pages = {127--135}, address = {Honolulu, Hawaii}, month = {October}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/D08-1014} } @BOOK{banfield1982, title = {Unspeakable Sentences }, publisher = {Routledge and Kegan Paul}, year = {1982}, author = {Ann Banfield}, address = {Boston} } @INPROCEEDINGS{Bansal2008, author = {Mohit Bansal and Claire Cardie and Lillian Lee}, title = {The power of negative thinking: Exploiting label disagreement in the min-cut classification framework }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (COLING-2008)}, year = {2008}, owner = {cem}, timestamp = {2008.08.06}, url = {http://www.cs.cornell.edu/home/llee/papers/disagree.pdf} } @INPROCEEDINGS{Barbosa2009, author = {Barbosa, Luciano and Kumar, Ravi and Pang, Bo and Tomkins, Andrew}, title = {For a few dollars less: Identifying review pages sans human labels}, booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, year = {2009}, pages = {494--502}, address = {Boulder, Colorado}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/N/N09/N09-1056.pdf} } @MISC{Baron2004, author = {Faye Baron and Graeme Hirst}, title = {Collocations as cues to semantic orientation}, howpublished = {AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, owner = {cem}, timestamp = {2008.03.27}, url = {http://ftp.cs.toronto.edu/pub/gh/Baron+Hirst-2003.pdf} } @INPROCEEDINGS{Baroni2004, author = {M. Baroni and S. Vegnaduzzo}, title = {Identifying subjective adjectives through web-based mutual information}, booktitle = {Proceedings of KONVENS}, year = {2004}, editor = {Ernst Buchberger}, pages = {17-24}, owner = {cem}, timestamp = {2008.03.27}, url = {http://sslmit.unibo.it/~baroni/publications/konvens2004/wmiKONV.pdf} } @INPROCEEDINGS{Bautin2008, author = {Mikhail Bautin and Lohit Vijayarenu and Steven Skiena}, title = {International sentiment analysis for news and blogs }, booktitle = {Proceedings of the International Conference on Weblogs and Social Media (ICWSM)}, year = {2008}, owner = {cem}, timestamp = {2008.08.06} } @INPROCEEDINGS{Beineke2004a, author = {Philip Beineke and Trevor Hastie and Christopher Manning and Shivakumar Vaithyanathan}, title = {An exploration of sentiment summarization }, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, editor = {James G. Shanahan and Janyce Wiebe and Yan Qu}, address = {Stanford, US}, owner = {cem}, timestamp = {2008.03.27}, url = {http://nlp.stanford.edu/~manning/papers/rotup.pdf} } @INPROCEEDINGS{Beineke2004, author = {Philip Beineke and Trevor Hastie and Shivakumar Vaithyanathan}, title = {The Sentimental Factor: {I}mproving Review Classification via Human-Provided Information }, booktitle = {Proceedings of the 42nd Annual Meeting of the Association for Computational Linguistics (ACL-04)}, year = {2004}, pages = {263-270}, address = {Barcelona, Spain}, keywords = {subjectivity}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{bethardetal2004, author = {Bethard, Steven and Yu, Hong and Thornton, Ashley and Hatzivassiloglou,Vasileios and Jurafsky, Dan}, title = {Automatic Extraction of Opinion Propositions and their Holders }, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, editor = {James G. Shanahan and Janyce Wiebe and Yan Qu}, address = {Stanford, US}, url = {http://www.stanford.edu/~jurafsky/SS404BethardS.pdf} } @ARTICLE{Biber1989, author = {Douglas Biber and Edward Finegan}, title = {Styles of stance in {English}: {L}exical and grammatical marking of evidentiality and affect}, journal = {Text}, year = {1989}, volume = {9}, pages = {93--124}, number = {1}, comments = {Theresa's list}, keywords = {Linguistics}, owner = {cem}, timestamp = {2008.03.28} } @INPROCEEDINGS{blair-goldensohnetal2008, author = {S. Blair-Goldensohn and K. Hannan and R. McDonald and T. Neylon and G. Reis and J. Reynar}, title = {Building a Sentiment Summarizer for Local Service Reviews}, booktitle = {WWW Workshop on NLP in the Information Explosion Era (NLPIX)}, year = {2008}, url = {http://www.ryanmcd.com/papers/local_service_summ.pdf} } @INPROCEEDINGS{Blitzer2007, author = {Blitzer, John and Dredze, Mark and Pereira, Fernando}, title = {Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification }, booktitle = {Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics}, year = {2007}, pages = {440--447}, address = {Prague, Czech Republic}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aclweb.org/anthology/P/P07/P07-1056} } @INPROCEEDINGS{bloometal2007naacl, author = {Kenneth Bloom and Navendu Garg and Shlomo Argamon}, title = {Extracting Appraisal Expressions }, booktitle = {HLT-NAACL 2007}, year = {2007}, pages = {308-315}, address = {Rochester, NY}, url = {http://aclweb.org/anthology-new/N/N07/N07-1039.pdf} } @INPROCEEDINGS{Kenneth2007, author = {Kenneth Bloom and Sterling Stein and Shlomo Argamon}, title = {Appraisal Extraction for News Opinion Analysis }, booktitle = {Proceedings of the Sixth NTCIR Workshop Meeting on Evaluation of Information Access Technologies: Information Retrieval, Question Answering and Cross-Lingual Information Access}, year = {2007}, owner = {cem}, timestamp = {2008.08.06}, url = {http://lingcog.iit.edu/doc/bloom_ntcir2007.pdf} } @INPROCEEDINGS{Branavan2008, author = {S.R.K. Branavan and Harr Chen and Jacob Eisenstein and Regina Barzilay}, title = {Learning Document-Level Semantic Properties from Free-Text Annotations}, booktitle = {Proceedings of ACL-08: HLT}, year = {2008}, pages = {263--271}, address = {Columbus, Ohio}, owner = {cem}, timestamp = {2008.08.06}, url = {http://www.aclweb.org/anthology/P/P08/P08-1031} } @INPROCEEDINGS{breckcardie2004, author = {Eric Breck and Claire Cardie}, title = {Playing the Telephone Game: Determining the Hierarchical Structure of Perspective and Speech Expressions }, booktitle = {Proceedings of the 20th international conference on Computational Linguistics}, year = {2004}, address = {Geneva, Switzerland}, url = {http://www.cs.cornell.edu/~ebreck/publications/docs/breck04playing.pdf} } @INPROCEEDINGS{brecketal2007, author = {Eric Breck and Yejin Choi and Claire Cardie}, title = {Identifying expressions of opinion in context }, booktitle = {Proceedings of the Twentieth International Joint Conference on Artificial Intelligence (IJCAI-2007)}, year = {2007}, address = {Hyderabad, India}, month = {January}, url = {http://www.cs.cornell.edu/home/cardie/papers/ijcai-2007.pdf} } @ARTICLE{Bruce1999, author = {Rebecca Bruce and Janyce Wiebe}, title = {Recognizing Subjectivity: {A} Case Study of Manual Tagging}, journal = {Natural Language Engineering}, year = {1999}, volume = {5}, pages = {187-205}, number = {2}, owner = {cem}, timestamp = {2008.03.27} } @INCOLLECTION{Bruder1995, author = {G. 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Ng and Ed Zwart}, title = {Extracting knowledge from evaluative text}, booktitle = {K-CAP '05: Proceedings of the 3rd international conference on Knowledge capture}, year = {2005}, pages = {11--18}, address = {New York, NY, USA}, publisher = {ACM Press}, doi = {http://doi.acm.org/10.1145/1088622.1088626}, isbn = {1-59593-163-5}, location = {Banff, Alberta, Canada}, owner = {cem}, timestamp = {2008.03.27}, url = {http://doi.acm.org/10.1145/1088622.1088626} } @INBOOK{Cerini2007, chapter = {Micro-WNOp: A gold standard for the evaluation of automatically compiled lexical resources for opinion mining}, title = {Language resources and linguistic theory: Typology, second language acquisition, English linguistics}, publisher = {Franco Angeli Editore}, year = {2007}, editor = {SansoÌ€, A.}, author = {Cerini, S. and Compagnoni, V. and Demontis, A. and Formentelli, M. and Gandini, G.}, address = {Milano, IT}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.unipv.it/wnop/#CITECerini07} } @INPROCEEDINGS{Cesarano2006a, author = {C. Cesarano and B. Dorr and A. Picariello and D. Reforgiato and A. Sagoff and V.S. Subrahmanian}, title = {{OASYS}: {A}n Opinion Analysis System }, booktitle = {Proceedings of AAAI-CAAW-06, the Spring Symposia on Computational Approaches to Analyzing Weblogs}, year = {2006}, owner = {cem}, timestamp = {2008.03.27}, url = {http://oasys.umiacs.umd.edu/oasys/papers/oct31.ps} } @INPROCEEDINGS{Cesarano2006, author = {Carmine Cesarano and A. Picariello and D. Reforgiato Recupero and A. Sagoff and V.S.Subrahmanian and B. Dorr}, title = {Opinion Analysis in Document Databases}, booktitle = {Proceedings of AAAI-CAAW-06, the Spring Symposia on Computational Approaches to Analyzing Weblogs}, year = {2006}, address = {Stanford, US}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{Chambers2004, author = {Chambers, Nathanael and Tetreault, Joel and Allen, James}, title = {Approaches for Automatically Tagging Affect }, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, editor = {James G. 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Mittal and Mayur Datar}, title = {Comparative Experiments on Sentiment Classification for Online Product Reviews }, booktitle = {AAAI 2006}, year = {2006}, bibsource = {DBLP, http://dblp.uni-trier.de}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.cuihang.com/publications/grvw.pdf} } @INPROCEEDINGS{Dalvi2009, author = {Dalvi, Nilesh and Kumar, Ravi and Pang, Bo and Tomkins, Andrew}, title = {Matching Reviews to Objects using a Language Model}, booktitle = {Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing}, year = {2009}, pages = {609--618}, address = {Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/D/D09/D09-1064} } @INPROCEEDINGS{danescuniculescumizil-lee-ducott:2009:NAACLHLT09, author = {Danescu-Niculescu-Mizil, Cristian and Lee, Lillian and Ducott, Richard}, title = {Without a 'doubt'? Unsupervised Discovery of Downward-Entailing Operators}, booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, year = {2009}, pages = {137--145}, address = {Boulder, Colorado}, month = {June}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/N/N09/N09-1016} } @ARTICLE{daschen06, author = {Sanjiv R. Das and Mike Chen}, title = {Yahoo for Amazon! Sentiment Extraction from Small Talk on the Web}, journal = {Management Science}, year = {2006}, volume = {53}, pages = {1375-1388}, owner = {jan}, timestamp = {2008.08.26} } @INPROCEEDINGS{Das2001, author = {S. R. Das and M. Y. Chen}, title = {{Yahoo!} for {Amazon}: {O}pinion Extraction from Small Talk on the {Web} }, booktitle = {Proceedings of the 8th Asia Pacific Finance Association Annual Conference (APFA)}, year = {2001}, address = {Bangkok, Thailand}, owner = {cem}, timestamp = {2008.03.28} } @INPROCEEDINGS{Dasgupta2009, author = {Dasgupta, Sajib and Ng, Vincent}, title = {Topic-wise, Sentiment-wise, or Otherwise? {Identifying} the Hidden Dimension for Unsupervised Text Classification}, booktitle = {Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing}, year = {2009}, pages = {580--589}, address = {Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/D/D09/D09-1061} } @INPROCEEDINGS{Dasgupta2009a, author = {Dasgupta, Sajib and Ng, Vincent}, title = {Mine the Easy, Classify the Hard: A Semi-Supervised Approach to Automatic Sentiment Classification}, booktitle = {Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP}, year = {2009}, pages = {701--709}, address = {Suntec, Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/P/P09/P09-1079} } @INPROCEEDINGS{daveetal2003, author = {Kushal Dave and Steve Lawrence and David M. Pennock }, title = {Mining the Peanut Gallery: {O}pinion Extraction and Semantic Classification of Product Reviews }, booktitle ={Proceedings of the 12th International World Wide Web Conference (WWW2003)}, year = {2003}, address = {Budapest, Hungary}, note = {Available at http://www2003.org}, url = {http://www.kushaldave.com/p451-dave.pdf} } @INPROCEEDINGS{desaeger-torisawa-kazama:2008:PAPERS, author = {De Saeger, Stijn and Torisawa, Kentaro and Kazama, Jun'ichi}, title = {Looking for Trouble }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)}, year = {2008}, pages = {185--192}, address = {Manchester, UK}, month = {August}, publisher = {Coling 2008 Organizing Committee}, url = {http://www.aclweb.org/anthology/C08-1024} } @INPROCEEDINGS{Devitt2007b, author = {Devitt, Ann and Ahmad, Khurshid}, title = {Sentiment Polarity Identification in Financial News: A Cohesion-based Approach }, booktitle = {Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics}, year = {2007}, pages = {984--991}, address = {Prague, Czech Republic}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/P/P07/P07-1124} } @INPROCEEDINGS{Du2009, author = {Du, Weifu and Tan, Songbo}, title = {An Iterative Reinforcement Approach for Fine-Grained Opinion Mining}, booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, year = {2009}, pages = {486--493}, address = {Boulder, Colorado}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/N/N09/N09-1055} } @INPROCEEDINGS{Durant2006, author = {Kathleen T. Durant and Michael D. Smith}, title = {Mining sentiment classification from political web logs }, booktitle = {Proceedings of Workshop on Web Mining and Web Usage Analysis of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (WebKDD-2006)}, year = {2006}, owner = {cem}, timestamp = {2008.03.20}, url = {http://webmining.spd.louisville.edu/webkdd06/accepted.html} } @INPROCEEDINGS{Durbin2003, author = {Durbin, Stephen D. and Richter, J. Neal and Warner, Doug}, title = {A system for affective rating of texts}, booktitle = {Proceedings of OTC-03, 3rd Workshop on Operational Text Classification}, year = {2003}, address = {Washington, US}, owner = {cem}, timestamp = {2008.03.27}, url = {http://ai.rightnow.com/pubs/Affective_rating.pdf} } @INPROCEEDINGS{Efron2004, author = {Miles Efron}, title = {Cultural orientation: {C}lassifying subjective documents by cocitation analysis }, booktitle = {AAAI Fall Symposium on Style and Meaning in Language, Art, and Music}, year = {2004}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.ischool.utexas.edu/~miles/research/papers/FS08-04Efron.pdf} } @INPROCEEDINGS{Eguchi2006, author = {Eguchi, Koji and Lavrenko, Victor}, title = {Sentiment Retrieval using Generative Models }, booktitle = {Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing}, year = {2006}, pages = {345--354}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.27}, url = {http://acl.ldc.upenn.edu/W/W06/W06-1641.pdf} } @TECHREPORT{Elliott1992, author = {Clark Davidson Elliott}, title = {The Affective Reasoner: A process model of emotions in a multi-agent system This is a PhD dissertation}, institution = {The Institute for the Learning Sciences}, year = {1992}, number = {Technical Report No. 32}, note = {PhD thesis Northwestern University}, owner = {josefr}, timestamp = {2007.04.04}, url = {http://condor.depaul.edu/~elliott/ar/papers/dis/elliott-phd.html} } @MASTERSTHESIS{Engstrom2004, author = {Charlotta Engstrom}, title = {Topic Dependence in Sentiment Classification}, school = {University of Cambridge}, year = {2004}, owner = {cem}, timestamp = {2008.03.28} } @INPROCEEDINGS{Esuli2007, author = {Esuli, Andrea and Sebastiani, Fabrizio}, title = {PageRanking WordNet Synsets: An Application to Opinion Mining }, booktitle = {Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics}, year = {2007}, pages = {424--431}, address = {Prague, Czech Republic}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aclweb.org/anthology/P/P07/P07-1054.pdf} } @INPROCEEDINGS{esulisebastianiEACL2006, author = {Esuli, Andrea and Sebastiani, Fabrizio}, title = {Determining Term Subjectivity and Term Orientation for Opinion Mining}, booktitle = {11th Meeting of the European Chapter of the Association for Computational Linguistics (EACL 2006)}, year = {2006}, url = {http://tcc.itc.it/projects/ontotext/Publications/EACL-2006-Esuli-Sebastiani.pdf} } @INPROCEEDINGS{esulisebastianiLREC2006, author = {Andrea Esuli and Fabrizio Sebastiani}, title = {{SentiWordNet}: {A} Publicly Available Lexical Resource for Opinion Mining}, booktitle = {Proceedings of LREC-06, the 5th Conference on Language Resources and Evaluation}, year = {2006}, address = {Genova, IT}, url = {http://tcc.itc.it/projects/ontotext/Publications/LREC2006-esuli-sebastiani.pdf} } @INPROCEEDINGS{Esuli2005, author = {Andrea Esuli and Fabrizio Sebastiani}, title = {Determining the Semantic Orientation of Terms through Gloss Classification}, booktitle = {Proceedings of ACM SIGIR Conference on Information and Knowledge Management (CIKM-05)}, year = {2005}, pages = {617-624}, address = {Bremen, Germany} } @INPROCEEDINGS{Fei2004, author = {Fei, Zhongchao and Liu, Jian and Wu, Gengfeng}, title = {Sentiment Classification Using Phrase Patterns }, booktitle = {Proceedings of the 4th International Conference on Computer and Information Technology (CIT-2004)}, year = {2004}, pages = {1147--1152}, address = {Wuhan, China}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{forbesriley-litman:2004:HLTNAACL, author = {Forbes-Riley, Kate and Litman, Diane }, title = {Predicting Emotion in Spoken Dialogue from Multiple Knowledge Sources}, booktitle = {HLT-NAACL 2004: Main Proceedings }, year = {2004}, editor = {Susan Dumais, Daniel Marcu and Salim Roukos}, pages = {201--208}, address = {Boston, Massachusetts, USA}, month = {May 2 - May 7}, publisher = {Association for Computational Linguistics} } @INPROCEEDINGS{forbesriley-litman:2006:HLT-NAACL06-Main, author = {Forbes-Riley, Kate and Litman, Diane}, title = {Modelling User Satisfaction and Student Learning in a Spoken Dialogue Tutoring System with Generic, Tutoring, and User Affect Parameters}, booktitle = {Proceedings of the Human Language Technology Conference of the NAACL, Main Conference}, year = {2006}, pages = {264--271}, address = {New York City, USA}, month = {June}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/N/N06/N06-1034} } @INPROCEEDINGS{Fujii2006, author = {Fujii, Atsushi and Ishikawa, Tetsuya}, title = {A System for Summarizing and Visualizing Arguments in Subjective Documents: {T}oward Supporting Decision Making }, booktitle = {Proceedings of the Workshop on Sentiment and Subjectivity in Text}, year = {2006}, pages = {15--22}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/W/W06/W06-0303} } @INPROCEEDINGS{G'en'ereux2006, author = {G\'en\'ereux, Michel and Evans, Roger}, title = {Towards a validated model for affective classification of texts }, booktitle = {Proceedings of the Workshop on Sentiment and Subjectivity in Text}, year = {2006}, pages = {55--62}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/W/W06/W06-0308} } @INPROCEEDINGS{Galitsky2006, author = {Boris Galitsky and Boris Kovalerchuk}, title = {Mining the blogosphere for contributors' sentiments }, booktitle = {Proceedings of AAAI 2006 Spring Sympoia on Computational Approaches to Analyzing Weblogs (AAAI-CAAW 2006)}, year = {2006}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{Gamon2004, author = {Michael Gamon}, title = {Sentiment classification on customer feedback data: {N}oisy data, large feature vectors, and role of linguistic analysis }, booktitle = {Proceedings of the 20th International Conference on Computational Linguistics (COLING-2004)}, year = {2004}, pages = {611-617}, owner = {cem}, timestamp = {2008.03.27}, url = {http://research.microsoft.com/nlp/publications/coling2004_sentiment.pdf} } @INPROCEEDINGS{Gamon2005a, author = {Gamon, Michael and Aue, Anthony}, title = {Automatic identification of sentiment vocabulary: {E}xploiting low association with known sentiment terms }, booktitle = {Proceedings of the ACL-05 Workshop on Feature Engineering for Machine Learning in Natural Language Processing}, year = {2005}, address = {Ann Arbor, US}, owner = {cem}, timestamp = {2008.03.27}, url = {http://research.microsoft.com/~anthaue/sentiment_feats_camera.pdf} } @INPROCEEDINGS{Gamon2005b, author = {Gamon, Michael and Aue, Anthony and Corston-Oliver, Simon and Ringger, Eric}, title = {Pulse: {M}ining Customer Opinions from Free Text }, booktitle = {Proceedings of the 6th International Symposium on Intelligent Data Analysis (IDA-2006)}, year = {2005}, series = {Lecture Notes in Computer Science}, address = {Madrid, Spain}, publisher = {Springer-Verlag}, owner = {cem}, timestamp = {2008.03.28}, url = {http://research.microsoft.com/~anthaue/pulse_paper.pdf} } @INCOLLECTION{Gamon2005, author = {M.A. Gamon and S. Aue and S. Corston-Oliver and E. Ringger}, title = {Pulse: Mining Customer Opinions from Free Text}, booktitle = {Lecture Notes in Computer Science}, publisher = {Springer Verlag}, year = {2005}, volume = {3646}, pages = {121--132} } @INPROCEEDINGS{ganapathibhotla-liu:2008:PAPERS, author = {Ganapathibhotla, Murthy and Liu, Bing}, title = {Mining Opinions in Comparative Sentences }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)}, year = {2008}, pages = {241--248}, address = {Manchester, UK}, month = {August}, publisher = {Coling 2008 Organizing Committee}, url = {http://www.aclweb.org/anthology/C08-1031} } @INPROCEEDINGS{Garg2004, author = {Garg, Ashutosh and Jayram,T. S. and Vaithyanathan, Shivakumar and Zhu, Huaiyu}, title = {Generalized Opinion Pooling }, booktitle = {Proceedings of the Eight International Symposium on Artificial Intelligence and Mathematics}, year = {2004}, timestamp = {2008.03.28}, url = {http://rutcor.rutgers.edu/~amai/aimath04/AcceptedPapers/Garg-aimath04.pdf} } @INPROCEEDINGS{Genereux2006, author = {Michel Genereux and Roger Evans}, title = {Distinguishing Affective States in Weblogs}, booktitle = {Proceedings of AAAI 2006 Spring Symposia on Computational Approaches to Analyzing Weblogs (AAAI-CAAW 2006)}, year = {2006}, owner = {josefr}, timestamp = {2007.04.04} } @INPROCEEDINGS{germesinwilson2009, author = {Germesin, Sebastian and Wilson, Theresa}, title = {Agreement detection in multiparty conversation}, booktitle = {ICMI-MLMI '09: Proceedings of the 2009 international conference on Multimodal interfaces}, year = {2009}, pages = {7--14}, address = {New York, NY, USA}, publisher = {ACM}, doi = {http://doi.acm.org/10.1145/1647314.1647319}, isbn = {978-1-60558-772-1}, location = {Cambridge, Massachusetts, USA} } @INPROCEEDINGS{Ghose2007, author = {Ghose, Anindya and Ipeirotis, Panagiotis and Sundararajan, Arun}, title = {Opinion Mining using Econometrics: A Case Study on Reputation Systems}, booktitle = {Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics}, year = {2007}, pages = {416--423}, address = {Prague, Czech Republic}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/P/P07/P07-1053} } @INPROCEEDINGS{glanceetal2005, author = {Natalie Glance and Matthew Hurst and Kamal Nigam and Matthew Siegler and Robert Stockton and Takashi Tomokiyo}, title = {Deriving marketing intelligence from online discussion }, booktitle = {Proceeding of the 11th ACM SIGKDD International Conference on Knowledge Discovery in Data Mining (KDD-2004)}, year = {2005}, pages = {419--428}, address = {Chicago, Illinois}, doi = {http://doi.acm.org/10.1145/1081870.1081919}, isbn = {1-59593-135-X} } @INPROCEEDINGS{Goldberg2009, author = {Goldberg, Andrew B. and Fillmore, Nathanael and Andrzejewski, David and Xu, Zhiting and Gibson, Bryan and Zhu, Xiaojin}, title = {May All Your Wishes Come True: A Study of Wishes and How to Recognize Them}, booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, year = {2009}, pages = {263--271}, address = {Boulder, Colorado}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/N/N09/N09-1030} } @INPROCEEDINGS{Goldberg2006, author = {Andrew B. Goldberg and Xiaojin Zhu}, title = {Seeing stars when there aren't many stars: {G}raph-based semi-supervised learning for sentiment categorization }, booktitle = {HLT-NAACL 2006 Workshop on Textgraphs: Graph-based Algorithms for Natural Language Processing}, year = {2006}, address = {New York, NY}, citeseerurl = {http://www.cs.wisc.edu/~jerryzhu/pub/sslsa.pdf}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.cs.wisc.edu/~jerryzhu/pub/sslsa.pdf} } @INPROCEEDINGS{Greene2009, author = {Greene, Stephan and Resnik, Philip}, title = {More than Words: Syntactic Packaging and Implicit Sentiment}, booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, year = {2009}, pages = {503--511}, address = {Boulder, Colorado}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/N/N09/N09-1057} } @INPROCEEDINGS{Grefenstette2004a, author = {Gregory Grefenstette and Yan Qu and David A. Evans and James G. Shanahan}, title = {Validating the Coverage of Lexical Resources for Affect Analysis and Automatically Classifying New Words along Semantic Axes }, booktitle = {AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, owner = {josefr}, timestamp = {2007.04.04} } @INPROCEEDINGS{Grefenstette2004, author = {Grefenstette, Gregory and Qu, Yan and Shanahan, James G. and Evans, David A.}, title = {Coupling Niche Browsers and Affect Analysis for an Opinion Mining Application }, booktitle = {Proceeding of RIAO-04}, year = {2004}, address = {Avignon, FR}, owner = {cem}, timestamp = {2008.03.28} } @INPROCEEDINGS{Gregory2006, author = {Gregory, Michelle L. and Chinchor, Nancy and Whitney, Paul and Carter, Richard and Hetzler, Elizabeth and Turner, Alan}, title = {User-directed Sentiment Analysis: {V}isualizing the Affective Content of Documents }, booktitle = {Proceedings of the Workshop on Sentiment and Subjectivity in Text}, year = {2006}, pages = {23--30}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aclweb.org/anthology/W/W06/W06-0304} } @INPROCEEDINGS{gregoryetal2007, author = {{Michelle L.} Gregory and Deborah Payne and David McColgin and Nick Cramer and Douglas Love }, title = {Visual Analysis of Weblog Content}, booktitle = {International Conference on Weblogs and Social Media}, year = {2007}, address = {Boulder, CO}, url = {http://icwsm.org/papers/3--Gregory-Payne-McColgin-Cramer-Love.pdf} } @INPROCEEDINGS{gyamfiwiebemihalcea2009, author = {Gyamfi, Yaw and Wiebe, Janyce and Mihalcea, Rada and Akkaya, Cem}, title = {Integrating Knowledge for Subjectivity Sense Labeling}, booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2009)}, year = {2009}, pages = {10--18}, address = {Boulder, Colorado}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/N/N09/N09-1002.pdf} } @INPROCEEDINGS{hashimoto-kawahara:2008:EMNLP, author = {Hashimoto, Chikara and Kawahara, Daisuke}, title = {Construction of an Idiom Corpus and its Application to Idiom Identification based on {WSD} Incorporating Idiom-Specific Features}, booktitle = {Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing}, year = {2008}, pages = {992--1001}, address = {Honolulu, Hawaii}, month = {October}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/D08-1104} } @INPROCEEDINGS{hatzivassilogloumckeown1997, author = {Vasileios Hatzivassiloglou and Kathy McKeown}, title = {Predicting the Semantic Orientation of Adjectives }, booktitle = {Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics (ACL-97)}, year = {1997}, pages = {174-181}, address = {Madrid, Spain} } @INPROCEEDINGS{hatzivassiloglouwiebe2000, author = {V. Hatzivassiloglou and J. Wiebe}, title = {Effects of Adjective Orientation and Gradability on Sentence Subjectivity}, booktitle = {18th International Conference on Computational Linguistics (COLING-2000)}, year = {2000} } @INPROCEEDINGS{higashinaka-prasad-walker:2006:COLACL, author = {Higashinaka, Ryuichiro and Prasad, Rashmi and Walker, Marilyn A.}, title = {Learning to Generate Naturalistic Utterances Using Reviews in Spoken Dialogue Systems}, booktitle = {Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics}, year = {2006}, pages = {265--272}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, doi = {10.3115/1220175.1220209}, url = {http://www.aclweb.org/anthology/P06-1034} } @INPROCEEDINGS{Hiroshima2006, author = {Hiroshima, Nobuaki and Yamada, Setsuo and Furuse, Osamu and Kataoka, Ryoji}, title = {Searching for Sentences Expressing Opinions by using Declaratively Subjective Clues }, booktitle = {Proceedings of the ACL Workshop on Sentiment and Subjectivity in Text}, year = {2006}, pages = {39--46}, address = {Sydney, Australia}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/W/W06/W06-0306.pdf} } @INPROCEEDINGS{Hu2006, author = {Minqing Hu and Bing Liu}, title = {Opinion Extraction and Summarization on the {Web} }, booktitle = {Proceedings of the 21st National Conference on Artificial Intelligence (AAAI-2006), Nectar Paper Track}, year = {2006}, address = {Boston, MA}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{Hu2006a, author = {Minqing Hu and Bing Liu}, title = {Opinion Feature Extraction Using Class Sequential Rules }, booktitle = {Proceedings of AAAI 2006 Spring Sympoia on Computational Approaches to Analyzing Weblogs (AAAI-CAAW 2006)}, year = {2006}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{huliu2004, author = {Minqing Hu and Bing Liu}, title = {Mining Opinion Features in Customer Reviews }, booktitle = {Proceedings of the Nineteenth National Conference on Artificial Intelligence (AAAI-2004)}, year = {2004}, keywords = {subjectivity}, url = {http://www.cs.uic.edu/~liub/publications/aaai04-featureExtract.pdf} } @INPROCEEDINGS{huliu2004a, author = {Minqing Hu and Bing Liu}, title = {Mining and Summarizing Customer Reviews }, booktitle = {Proceedings of ACM SIGKDD Conference on Knowledge Discovery and Data Mining 2004 (KDD 2004)}, year = {2004}, pages = {168-177}, address = {Seattle, Washington}, url = {http://www.cs.uic.edu/~liub/publications/kdd04-revSummary.pdf}, keywords = {subjectivity} } @INPROCEEDINGS{Hu2005, author = {Yi Hu and Jianyong Duan and Xiaoming Chen and Bingzhen Pei and Ruzhan Lu}, title = {A New Method for Sentiment Classification in Text Retrieval}, booktitle = {IJCNLP 2005}, year = {2005}, pages = {1--9}, note = {not in proceedings on acl anthology}, owner = {cem}, timestamp = {2008.03.28}, url = {MISSING} } @INPROCEEDINGS{Rui-hong2007, author = {Rui-hong Huang and Le Sun and Long-xi Pan}, title = {ISCAS in Opinion Analysis Pilot Task: Experiments with sentimental dictionary based classifier and CRF model }, booktitle = {Proceedings of the Sixth NTCIR Workshop Meeting on Evaluation of Information Access Technologies: Information Retrieval, Question Answering and Cross-Lingual Information Access}, year = {2007}, owner = {cem}, timestamp = {2008.08.06}, url = {research.nii.ac.jp/ntcir/workshop/OnlineProceedings6/NTCIR/62.pdf} } @INPROCEEDINGS{Hurst2004, author = {Hurst, Matthew and Nigam, Kamal}, title = {Retrieving Topical Sentiments from Online Document Collections }, booktitle = {Proceedings of SPIE, Document Recognition and Retrieval XI}, year = {2004}, number = {5296}, series = {Proceedings of SPIE}, pages = {27--34}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.kamalnigam.com/papers/polarity-DRR04.pdf} } @INPROCEEDINGS{hutchinson:2004:ACL, author = {Hutchinson, Ben}, title = {Acquiring the Meaning of Discourse Markers - This is a bit of a stretch.}, booktitle = {Proceedings of the 42nd Meeting of the Association for Computational Linguistics (ACL'04), Main Volume}, year = {2004}, pages = {684--691}, address = {Barcelona, Spain}, month = {July}, doi = {10.3115/1218955.1219042}, url = {http://www.aclweb.org/anthology/P04-1087} } @INPROCEEDINGS{ide2006, author = {Nancy Ide}, title = {Making Senses: Bootstrapping Sense-Tagged Lists of Semantically-Related Words }, booktitle = {CICLing}, year = {2006}, pages = {13-27}, bibsource = {DBLP, http://dblp.uni-trier.de}, ee = {http://dx.doi.org/10.1007/11671299_2} } @INPROCEEDINGS{Ikeda2008, author = {Daisuke Ikeda and Hiroya Takamura and Lev-Arie Ratinov and Manabu Okumura}, title = {Learning to Shift the Polarity of Words for Sentiment Classification}, booktitle = {Proceedings of the Third International Joint Conference on Natural Language Processing (IJCNLP)}, year = {2008}, comment = {To read}, owner = {swapna}, pdf = {/Users/swapna/opin/papers/ikeda_ijcnlp2008_read.pdf}, timestamp = {2009.01.27}, url = {http://www.aclweb.org/anthology-new/I/I08/I08-1039.pdf} } @INCOLLECTION{Inkpen2005, author = {Diana Zaiu Inkpen and Olga Feiguina and Graeme Hirst}, title = {Generating more-positive or more-negative text }, booktitle = {Computing Attitude and Affect in Text}, publisher = {Springer}, year = {2005}, editor = {James G. Shanahan and Yan Qu and Janyce Wiebe}, owner = {cem}, timestamp = {2008.03.27}, url = {http://ftp.cs.toronto.edu/pub/gh/Inkpen-etal-2005.pdf} } @INPROCEEDINGS{Inkpen2004, author = {Inkpen, Diana Zaiu and Feiguina, Olga and Hirst, Graeme}, title = {Generating more-positive or more-negative text}, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, address = {Stanford, California}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.site.uottawa.ca/~diana/publications/affect_workshop.pdf} } @PROCEEDINGS{dmin09-jiang, title = {Political Learning Categorization by Exploring Subjectivities in Political Blogs}, year = {2008}, author = {Maojin Jiang and Shlomo Argamon}, booktitle = {Proc. 4th International Conference on Data Mining, DMIN 2008}, url = {http://lingcog.iit.edu/doc/dmin08-jiang.pdf} } @INPROCEEDINGS{Jijkoun2009, author = {Jijkoun, Valentin and Hofmann, Katja}, title = {Generating a Non-English Subjectivity Lexicon: Relations That Matter}, booktitle = {Proceedings of the 12th Conference of the European Chapter of the ACL (EACL 2009)}, year = {2009}, pages = {398--405}, address = {Athens, Greece}, month = {March}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/E09-1046} } @INPROCEEDINGS{Kaji, author = {Kaji, Nobuhiro and Kitsuregawa, Masaru}, title = {Building Lexicon for Sentiment Analysis from Massive Collection of {HTML} Documents }, booktitle = {Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL)}, pages = {1075--1083}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/D/D07/D07-1115} } @INPROCEEDINGS{kaleetal2007, author = {Anubhav Kale and Amit Karandikar and Pranam Kolari and Akshay Java and Tim Finin and Anupam Joshi }, title = {Modeling Trust and Influence in the Blogosphere Using Link Polarity}, booktitle = {International Conference on Weblogs and Social Media}, year = {2007}, address = {Boulder, CO}, url = {http://ebiquity.umbc.edu/paper/html/id/351/Modeling-Trust-and-Influence-in-the-Blogosphere-Using-Link-Polarity} } @INPROCEEDINGS{kampsmarx2002, author = {Jaap Kamps and Maarten Marx}, title = {Words with Attitude }, booktitle = {1st International WordNet Conference}, year = {2002}, pages = {332-341}, address = {Mysore, India}, url = {staff.science.uva.nl/~kamps/papers/wn.pdf} } @INPROCEEDINGS{Kamps2004, author = {Jaap Kamps and Robert J. Mokken and Maarten Marx and Maarten de Rijke}, title = {Using {WordNet} to measure semantic orientation of adjectives }, booktitle = {Proceedings of the 4th International Conference on Language Resources and Evaluation (LREC 2004)}, year = {2004}, volume = {IV}, pages = {1115-1118}, address = {Paris, France}, publisher = {European Language Resources Association}, keywords = {subjectivity,attitude,lexicon}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{kanayama-nasukawa:2008:PAPERS, author = {Kanayama, Hiroshi and Nasukawa, Tetsuya}, title = {Textual Demand Analysis: Detection of Users' Wants and Needs from Opinions }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)}, year = {2008}, pages = {409--416}, address = {Manchester, UK}, month = {August}, publisher = {Coling 2008 Organizing Committee}, url = {http://www.aclweb.org/anthology/C08-1052} } @INPROCEEDINGS{kanayama-nasukawa:2006:EMNLP, author = {Kanayama, Hiroshi and Nasukawa, Tetsuya}, title = {Fully Automatic Lexicon Expansion for Domain-oriented Sentiment Analysis}, booktitle = {Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing}, year = {2006}, pages = {355--363}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/W/W06/W06-1642} } @INPROCEEDINGS{Kanayama2004, author = {Hiroshi Kanayama and Tetsuya Nasukawa and Hideo Watanabe}, title = {Deeper Sentiment Analysis Using Machine Translation Technology }, booktitle = {International Conference on Computational Linguistics (COLING-2004)}, year = {2004}, pages = {494-500}, owner = {josefr}, timestamp = {2007.04.04} } @INCOLLECTION{karttunenzaenan2005, author = {Lauri Karttunen and Annie Zaenen}, title = {Veridicity }, booktitle = {Annotating, Extracting and Reasoning about Time and Events. Dagstuhl Seminar Proceedings 05151}, year = {2005}, editor = {G. Katz and J. Pustejovsky and F. Schilder}, url = {http://www2.parc.com/istl/members/karttune/publications/Veridicity.pdf} } @INPROCEEDINGS{Kennedy2005, author = {Alistair Kennedy and Diana Inkpen}, title = {Sentiment Classification of Movie and Product Reviews Using Contextual Valence Shifters }, booktitle = {Proceedings of FINEXIN-05: Workshop on the Analysis of Informal and Formal Information Exchange during Negotiations}, year = {2005}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{Kessler2009, author = {Kessler, Jason S. and Nicolov, Nicolas}, title = {Targeting Sentiment Expressions through Supervised Ranking of Linguistic Configurations}, booktitle = {International Conference on Weblogs and Social Media}, year = {2009}, location = {San Jose, California}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.cs.indiana.edu/~jaskessl/icwsm09.pdf} } @INPROCEEDINGS{Kim2009, author = {Kim, Jungi and Li, Jin-Ji and Lee, Jong-Hyeok}, title = {Discovering the Discriminative Views: Measuring Term Weights for Sentiment Analysis}, booktitle = {Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP}, year = {2009}, pages = {253--261}, address = {Suntec, Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/P/P09/P09-1029} } @INPROCEEDINGS{KimHovy07, author = {Kim, Soo-Min and Hovy, Eduard}, title = {{Crystal}: Analyzing Predictive Opinions on the Web }, booktitle = {Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL)}, pages = {1056--1064}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/D/D07/D07-1113.pdf} } @INPROCEEDINGS{kimhovyACL2006, author = {Kim, Soo-Min and Hovy, Eduard}, title = {Extracting Opinions, Opinion Holders, and Topics Expressed in Online News Media Text }, booktitle = {Proceedings of the ACL Workshop on Sentiment and Subjectivity in Text}, year = {2006}, pages = {1--8}, address = {Sydney, Australia}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/W/W06/W06-0301} } @INPROCEEDINGS{kimhovyCOLINGACL2006, author = {Kim, Soo-Min and Hovy, Eduard}, title = {Automatic Identification of Pro and Con Reasons in Online Reviews}, booktitle = {Proceedings of the COLING/ACL 2006 Main Conference Poster Sessions}, year = {2006}, pages = {483--490}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/P/P06/P06-2063.pdf} } @INPROCEEDINGS{kimhovyHLTNAACL2006, author = {Kim, Soo-Min and Hovy, Eduard}, title = {Identifying and Analyzing Judgment Opinions }, booktitle = {Proceedings of the Human Language Technology Conference of the NAACL}, year = {2006}, pages = {200--207}, address = {New York, New York}, url = {http://www.aclweb.org/anthology/N/N06/N06-1026} } @INPROCEEDINGS{kimhovy2005, author = {Kim, Soo-Min and Hovy, Eduard}, title = {Identifying Opinion Holders for Question Answering in Opinion Texts}, booktitle = {Proceedings of AAAI Workshop on Question Answering in Restricted Domains}, year = {2005}, address = {Pittsburgh, Pennsylvania}, url = {http://www.isi.edu/~skim/Download/Papers/2005/WS1305SK.pdf} } @INPROCEEDINGS{kimhovy2005a, author = {Kim, Soo-Min and Hovy, Eduard}, title = {Automatic Detection of Opinion Bearing Words and Sentences }, booktitle = {Companion Volume to the Proceedings of IJCNLP-05, the Second International Joint Conference on Natural Language Processing}, year = {2005}, pages = {61--66}, address = {Jeju Island, KR}, url = {http://www.isi.edu/~skim/Download/Papers/2005/ijcnlp_cameraready_letter.pdf} } @INPROCEEDINGS{kimhovy2004, author = {Soo-Min Kim and Eduard Hovy}, title = {Determining the Sentiment of Opinions }, booktitle = {Proceedings of the Twentieth International Conference on Computational Linguistics (COLING 2004)}, year = {2004}, pages = {1267-1373}, address = {Geneva, Switzerland}, url = {http://www.isi.edu/natural-language/people/hovy/papers/04Coling-opinion-valences.pdf} } @INPROCEEDINGS{Kobayashi2006, author = {Nozomi Kobayashi and Ryu Iida and Kentaro Inui and Yuji Matsumoto}, title = {Opinion Mining on the Web by Extracting Subject-Attribute-Value Relations url is to Kobayashi's dissertation}, booktitle = {Proceedings of AAAI 2006 Spring Symposium on Computational Approaches to Analyzing Weblogs (AAAI-CAAW 2006)}, year = {2006}, url = {cl.aist-nara.ac.jp/thesis/dthesis-Kobayashi.pdf} } @INPROCEEDINGS{Kobayashi2005, author = {Kobayashi, Nozomi and Iida, Ryu and Inui, Kentaro and Matsumoto, Yuji}, title = {Opinion Extraction Using a Learning-Based Anaphora Resolution Technique}, booktitle = {Proceedings of the 2nd International Joint Conference on Natural Language Processing (IJCNLP-05), poster}, year = {2005}, pages = {175-180}, owner = {cem}, timestamp = {2008.03.28} } @INPROCEEDINGS{Kobayashi, author = {Kobayashi, Nozomi and Inui, Kentaro and Matsumoto, Yuji}, title = {Extracting Aspect-Evaluation and Aspect-Of Relations in Opinion Mining}, booktitle = {Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL)}, pages = {1065--1074}, owner = {cem}, year = {2007}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/D/D07/D07-1114.pdf} } @INPROCEEDINGS{kobayashietal2004, author = {N. Kobayashi and K. Inui and K. Tateishi and T. Fukushima}, title = {Collecting Evaluative Expressions for Opinion Extraction}, booktitle = {Proceedings of IJCNLP 2004}, year = {2004}, pages = {596-605} } @ARTICLE{Koppel2006, author = {Moshe Koppel and Jonathan Schler}, title = {The Importance of Neutral Examples for Learning Sentiment }, journal = {Computational Intelligence}, year = {2006}, volume = {22}, pages = {100--109}, number = {2}, owner = {cem}, timestamp = {2008.03.28} } @INPROCEEDINGS{Koppel2005, author = {Moshe Koppel and Jonathan Schler}, title = {The Importance of Neutral Examples for Learning Sentiment}, booktitle = {Proceedings of FINEXIN-05: Workshop on the Analysis of Informal and Formal Information Exchange during Negotiations}, year = {2005}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{koppelshtrimberg2004, author = {Koppel, Moshe and Shtrimberg, Itai}, title = {Good News or Bad News? {L}et the Market Decide }, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, address = {Stanford, California}, url = {http://www.cs.biu.ac.il/~koppel/papers/sentimentchapter-koppel.pdf} } @INPROCEEDINGS{Krestel2007, author = {Ralf Krestel and Rene Witte and Sabine Bergler}, title = {Processing of Beliefs Extracted from Reported Speech in Newspaper Articles }, booktitle = {Proceedings of RANLP 2007}, year = {2007}, address = {Borovets, Bulgaria}, owner = {josefr}, timestamp = {2008.03.24}, url = {http://rene-witte.net/downloads/ranlp2007/178_krestel.pdf} } @INPROCEEDINGS{Ku2006a, author = {Lun-Wei Ku and Hsiu-Wei Ho and Hsin-Hsi Chen}, title = {Novel Relationship Discovery Using Opinions Mined from the Web }, booktitle = {Proceedings of AAAI-06, the 21st National Conference on Artificial Intelligence}, year = {2006}, address = {Boston, US}, publisher = {AAAI Press}, owner = {cem}, timestamp = {2008.03.27}, url = {http://nlg3.csie.ntu.edu.tw/conference_papers/aaai2006.pdf} } @INPROCEEDINGS{Ku2006, author = {Lun-Wei Ku and Yu-Ting Liang and Hsin-Hsi Chen}, title = {Opinion Extraction, Summarization and Tracking in News and Blog Corpora}, booktitle = {Proceedings of the AAAI Spring Symposium on Computational Approaches to Analyzing Weblogs (AAAI-CAAW-06)}, year = {2006}, address = {Stanford, California}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aaai.org/Papers/Symposia/Spring/2006/SS-06-03/SS06-03-020.pdf} } @INPROCEEDINGS{Kugatsu2008, author = {Kugatsu Sadamitsu, Satoshi Sekine and Mikio Yamamoto}, title = {Sentiment Analysis Based on Probabilistic Models Using Inter-Sentence Information}, booktitle = {Proceedings of the Sixth International Language Resources and Evaluation (LREC'08)}, year = {2008}, editor = {European Language Resources Association (ELRA)}, address = {Marrakech, Morocco}, month = {may}, url = {http://www.lrec-conf.org/proceedings/lrec2008/pdf/736_paper.pdf} } @INPROCEEDINGS{Lerman2009, author = {Lerman, Kevin and Blair-Goldensohn, Sasha and McDonald, Ryan}, title = {Sentiment Summarization: Evaluating and Learning User Preferences}, booktitle = {Proceedings of the 12th Conference of the European Chapter of the ACL (EACL 2009)}, year = {2009}, pages = {514--522}, address = {Athens, Greece}, month = {March}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/E09-1059} } @INPROCEEDINGS{lerman-EtAl:2008:PAPERS, author = {Lerman, Kevin and Gilder, Ari and Dredze, Mark and Pereira, Fernando}, title = {Reading the Markets: Forecasting Public Opinion of Political Candidates by News Analysis }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)}, year = {2008}, pages = {473--480}, address = {Manchester, UK}, month = {August}, publisher = {Coling 2008 Organizing Committee}, url = {http://www.aclweb.org/anthology/C08-1060} } @INPROCEEDINGS{lerman-mcdonald:2009:NAACLHLT09-Short, author = {Lerman, Kevin and McDonald, Ryan}, title = {Contrastive Summarization: An Experiment with Consumer Reviews}, booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Companion Volume: Short Papers}, year = {2009}, pages = {113--116}, address = {Boulder, Colorado}, month = {June}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/N/N09/N09-2029} } @INPROCEEDINGS{Leshed2006, author = {Gilly Leshed and Joseph 'Jofish' Kaye}, title = {Understanding how bloggers feel: {R}ecognizing affect in blog posts}, booktitle = {CHI '06: CHI '06 extended abstracts on Human factors in computing systems}, year = {2006}, pages = {1019--1024}, address = {New York, NY, USA}, publisher = {ACM Press}, doi = {http://doi.acm.org/10.1145/1125451.1125646}, isbn = {1-59593-298-4}, location = {Montr\&\#233;al, Qu\&\#233;bec, Canada}, owner = {cem}, timestamp = {2008.03.28}, url = {http://doi.acm.org/10.1145/1125451.1125646} } @INPROCEEDINGS{li-liu-agichtein:2008:EMNLP, author = {Li, Baoli and Liu, Yandong and Agichtein, Eugene}, title = {{CoCQA}: {Co-Training} over Questions and Answers with an Application to Predicting Question Subjectivity Orientation}, booktitle = {Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing}, year = {2008}, pages = {937--946}, address = {Honolulu, Hawaii}, month = {October}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/D08-1098} } @INPROCEEDINGS{li-zong:2008:ACLShort, author = {Li, Shoushan and Zong, Chengqing}, title = {Multi-domain Sentiment Classification }, booktitle = {Proceedings of ACL-08: HLT, Short Papers}, year = {2008}, pages = {257--260}, address = {Columbus, Ohio}, month = {June}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/P/P08/P08-2065} } @INPROCEEDINGS{Li2009, author = {Li, Tao and Zhang, Yi and Sindhwani, Vikas}, title = {A Non-negative Matrix Tri-factorization Approach to Sentiment Classification with Lexical Prior Knowledge}, booktitle = {Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP}, year = {2009}, pages = {244--252}, address = {Suntec, Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/P/P09/P09-1028} } @INPROCEEDINGS{Li2007, author = {Y. Li and K. Bontcheva and H. Cunningham}, title = {{Experiments of Opinion Analysis on the Corpora MPQA and NTCIR-6}}, booktitle = {Proceedings of the Sixth NTCIR Workshop Meeting on Evaluation of Information Access Technologies: Information Retrieval, Question Answering and Cross-Lingual Information Access}, year = {2007}, pages = {323-329}, month = {May}, url = {http://gate.ac.uk/sale/ntcir6-papers/ntcir6-opinion-main.pdf} } @INPROCEEDINGS{li-yarowsky:2008:EMNLP, author = {Li, Zhifei and Yarowsky, David}, title = {Mining and Modeling Relations between Formal and Informal {C}hinese Phrases from Web Corpora}, booktitle = {Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing}, year = {2008}, pages = {1031--1040}, address = {Honolulu, Hawaii}, month = {October}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/D08-1108} } @INPROCEEDINGS{light-qiu-srinivasan:2004:BioLINK, author = {Light, Marc and Qiu, Xin Ying and Srinivasan, Padmini}, title = {The Language of Bioscience: Facts, Speculations, and Statements In Between }, booktitle = {HLT-NAACL 2004 Workshop: BioLINK 2004, Linking Biological Literature, Ontologies and Databases}, year = {2004}, editor = {Lynette Hirschman and James Pustejovsky}, pages = {17--24}, address = {Boston, Massachusetts, USA}, month = {May 6}, publisher = {Association for Computational Linguistics} } @INPROCEEDINGS{lin-chen:2008:EMNLP, author = {Lin, Kevin Hsin-Yih and Chen, Hsin-Hsi}, title = {Ranking Reader Emotions Using Pairwise Loss Minimization and Emotional Distribution Regression}, booktitle = {Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing}, year = {2008}, pages = {136--144}, address = {Honolulu, Hawaii}, month = {October}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/D08-1015} } @INPROCEEDINGS{Lin2006b, author = {Lin, Wei-Hao}, title = {Identifying Perspectives at the Document and Sentence Levels Using Statistical Models}, booktitle = {Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Doctoral Consortium}, year = {2006}, pages = {227--230}, address = {New York City, USA}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aclweb.org/anthology/N/N06/N06-3005} } @INPROCEEDINGS{Lin2006a, author = {Lin, Wei-Hao and Hauptmann, Alexander}, title = {Are These Documents Written from Different Perspectives? {A} Test of Different Perspectives Based on Statistical Distribution Divergence}, booktitle = {Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics}, year = {2006}, pages = {1057--1064}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aclweb.org/anthology/P/P06/P06-1133.pdf} } @INPROCEEDINGS{Lin2006, author = {Lin, Wei-Hao and Wilson, Theresa and Wiebe, Janyce and Hauptmann, Alexander }, title = {Which Side are You on? {I}dentifying Perspectives at the Document and Sentence Levels}, booktitle = {Proceedings of the 10th Conference on Computational Natural Language Learning (CoNLL-2006)}, year = {2006}, pages = {109--116}, address = {New York, New York}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.cs.pitt.edu/~twilson/pubs/conll06.pdf} } @INPROCEEDINGS{Lita2005, author = {L.V. Lita and A. Schlaikjer and W. Hong and E. Nyberg}, title = {Qualitative Dimensions in Question Answering: Extending the Definitional QA Task (poster)}, booktitle = {Proceedings of the Twentieth National Conference on Artificial Intelligence}, year = {2005} } @INPROCEEDINGS{Liu2005b, author = {Liu,Bing and Hu, Minqing and Cheng, Junsheng}, title = {{Opinion Observer}: {A}nalyzing and comparing opinions on the {Web}}, booktitle = {Proceedings of WWW '05, the 14th international conference on World Wide Web}, year = {2005}, pages = {342--351}, address = {Chiba, JP}, publisher = {ACM Press}, doi = {http://doi.acm.org/10.1145/1060745.1060797}, isbn = {1-59593-046-9}, owner = {cem}, timestamp = {2008.03.28}, url = {http://doi.acm.org/10.1145/1060745.1060797} } @INPROCEEDINGS{liuetal05, author = {Bing Liu and Minqing Hu and Junsheng Cheng}, title = {Opinion Observer: Analyzing and Comparing Opinions on the Web}, booktitle = {Proceedings of the 14th international World Wide Web conference (WWW-2005)}, year = {2005}, pages = {10-14}, address = {Chiba, Janpan} } @INPROCEEDINGS{liuetal2003, author = {Hugo Liu and Henry Lieberman and Ted Selker}, title = {A Model of Textual Affect Sensing using Real-World Knowledge }, booktitle = {Proceedings of the International Conference on Intelligent User Interfaces (IUI-2003)}, year = {2003}, pages = {125-132}, address = {Miami, Florida}, keywords = {subjectivity}, url = {web.media.mit.edu/~hugo/publications/papers/IUI2003-affectsensing.pdf} } @INPROCEEDINGS{Liu2009, author = {Liu, Jingjing and Seneff, Stephanie}, title = {Review Sentiment Scoring via a Parse-and-Paraphrase Paradigm}, booktitle = {Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing}, year = {2009}, pages = {161--169}, address = {Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/D/D09/D09-1017} } @INPROCEEDINGS{Liu2005, author = {Jian Liu and Jianxin Yao and Gengfeng Wu}, title = {Sentiment Classification Using Information Extraction Technique }, booktitle = {IDA}, year = {2005}, pages = {216--227}, bibsource = {DBLP, http://dblp.uni-trier.de}, ee = {http://dx.doi.org/10.1007/11552253_20}, owner = {cem}, timestamp = {2008.03.27}, url = {MISSING} } @INPROCEEDINGS{Maeireizo2004, author = {Beatriz Maeireizo and Diane Litman and Rebecca Hwa}, title = {Co-training for Predicting Emotions with Spoken Dialogue Data }, booktitle = {Proceedings of the 42th Annual Meeting of the HAssociation for Computational Linguistics (ACL-2004)}, year = {2004}, owner = {cem}, timestamp = {2008.03.27} } @ARTICLE{maloufmullen08, author = {Robert Malouf and Tony Mullen}, title = {Taking Sides: Graph-based user classification for informal online political discourse }, journal = {Internet Research}, year = {2008}, volume = {18}, number = {2}, url = {http://bulba.sdsu.edu/~malouf/papers/Takingsides.pdf} } @INPROCEEDINGS{Mao2007, author = {Yi Mao and Guy Lebanon}, title = {Isotonic Conditional Random Fields and Local Sentiment Flow }, booktitle = {Advances in Neural Information Processing Systems 19}, year = {2007}, pages = {961--968}, owner = {cem}, timestamp = {2008.03.20} } @INPROCEEDINGS{Mao2006, author = {Mao, Yi and Lebanon, Guy}, title = {Sequential Models for Sentiment Prediction }, booktitle = {Proceedings of the ICML Workshop: Learning in Structured Output Spaces Open Problems in Statistical Relational Learning Statistical Network Analysis: Models, Issues and New Directions}, year = {2006}, audience = {Pos1}, auteur = {FrancoisDenis RemiGilleron MarcTommasi MOSTRARE GRAPPA}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.stat.purdue.edu/~lebanon/papers/sentimentWorkshop.pdf} } @BOOK{martinwhite05, title = {The Language of Evaluation: The Appraisal Framework}, publisher = {Palgrave Macmillan}, year = {2005}, author = {James R. Martin and Peter R.R. White}, address = {London} } @INPROCEEDINGS{Matsumoto2005, author = {Matsumoto,Shotaro and Takamura, Hiroya and Okumura, Manabu}, title = {Sentiment Classification Using Word Sub-sequences and Dependency Sub-trees }, booktitle = {Proceeding of PAKDD'05, the 9th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining}, year = {2005}, editor = {Tu Bao Ho and David Cheung and Huan Li}, volume = {3518}, series = {Lecture Notes in Computer Science}, pages = {301--310}, address = {Hanoi, VN}, publisher = {Springer-Verlag}, citeseerurl = {http://citeseer.ist.psu.edu/context/2729654/0}, doi = {http://dx.doi.org/10.1007/11430919_37}, owner = {cem}, timestamp = {2008.03.27}, url = {www.lr.pi.titech.ac.jp/~shotaro/publication/050520abst.pdf} } @INPROCEEDINGS{McDonald2007, author = {McDonald, Ryan and Hannan, Kerry and Neylon, Tyler and Wells, Mike and Reynar, Jeff}, title = {Structured Models for Fine-to-Coarse Sentiment Analysis }, booktitle = {Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics}, year = {2007}, pages = {432--439}, address = {Prague, Czech Republic}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aclweb.org/anthology/P/P07/P07-1055} } @INPROCEEDINGS{medlock-briscoe:2007:ACLMain, author = {Medlock, Ben and Briscoe, Ted}, title = {Weakly Supervised Learning for Hedge Classification in Scientific Literature }, booktitle = {Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics}, year = {2007}, pages = {992--999}, address = {Prague, Czech Republic}, month = {June}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/P/P07/P07-1125} } @INPROCEEDINGS{Mei2007, author = {Qiaozhu Mei and Xu Ling and Matthew Wondra and Hang Su and ChengXiang Zhai}, title = {Topic sentiment mixture: modeling facets and opinions in weblogs}, year = {2007}, publisher = {ACM}, booktitle = {WWW '07: Proceedings of the 16th international conference on World Wide Web}, isbn = {978-1-59593-654-7}, pages = {171--180}, location = {Banff, Alberta, Canada}, url = {http://www2007.org/papers/paper680.pdf}} @INPROCEEDINGS{Mi2006, author = {Hongcheng Mi and I-Heng Mei}, title = {Searching Sentiments in Blogs }, booktitle = {Proceedings of AAAI 2006 Spring Sympoia on Computational Approaches to Analyzing Weblogs (AAAI-CAAW 2006)}, year = {2006}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{Mihalcea2007, author = {Rada Mihalcea and Carmen Banea and Janyce Wiebe}, title = {Learning Multilingual Subjective Language via Cross-Lingual Projections}, booktitle = {Proceedings of ACL}, year = {2007}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.cs.pitt.edu/~wiebe/pubs/papers/acl07.pdf} } @INPROCEEDINGS{Mihalcea2007a, author = {Mihalcea, Rada and Banea, Carmen and Wiebe, Janyce}, title = {Learning Multilingual Subjective Language via Cross-Lingual Projections}, booktitle = {Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics}, year = {2007}, pages = {976--983}, address = {Prague, Czech Republic}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/P/P07/P07-1123} } @INPROCEEDINGS{Mihalcea2006, author = {Mihalcea, Rada and Liu, Hugo}, title = {A corpus-based approach to finding happiness }, booktitle = {Proceedings of AAAI-CAAW-06, the Spring Symposia on Computational Approaches to Analyzing Weblogs}, year = {2006}, owner = {cem}, timestamp = {2008.03.27}, url = {http://web.media.mit.edu/~hugo/publications/papers/CAAW2006-happiness.pdf} } @INPROCEEDINGS{Mihalcea2005, author = {Rada Mihalcea and Carlo Strapparava}, title = {Making Computers Laugh: {I}nvestigations in Automatic Humor Recognition}, booktitle = {Proceedings of the Human Language Technologies Conference/Conference on Empirical Methods in Natural Language Processing (HLT/EMNLP-2005)}, year = {2005}, pages = {531-538}, address = {Vancouver, Canada}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{Mishne2005, author = {Mishne, Gilad}, title = {Experiments with Mood Classification in Blog Posts }, booktitle = {Proceedings of the 1st Workshop on Stylistic Analysis Of Text For Information Access (Style 2005)}, year = {2005}, owner = {cem}, timestamp = {2008.03.27}, url = {http://staff.science.uva.nl/~gilad/pubs/style2005-blogmoods.pdf} } @INPROCEEDINGS{mishneglance2006, author = {Gilad Mishne and Natalie Glance}, title = {Predicting Movie Sales from Blogger Sentiment }, booktitle = {AAAI 2006 Spring Symposium on Computational Approaches to Analysing Weblogs (AAAI-CAAW 2006)}, year = {2006}, url = {http://staff.science.uva.nl/~gilad/pubs/aaai06-linkpolarity.pdf} } @INPROCEEDINGS{Mishne2006, author = {Gilad Mishne and Maarten de Rijke}, title = {Deriving Wishlists from Blogs: {S}how us your blog, and we'll tell you what books to buy }, booktitle = {Proceedings of the 15th International World Wide Web Conference (WWW-2006)}, year = {2006}, pages = {925--926}, address = {Edinburgh, Scotland}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{Mohammad2009, author = {Mohammad, Saif and Dunne, Cody and Dorr, Bonnie}, title = {Generating High-Coverage Semantic Orientation Lexicons From Overtly Marked Words and a Thesaurus}, booktitle = {Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing}, year = {2009}, pages = {599--608}, address = {Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/D/D09/D09-1063} } @INPROCEEDINGS{moilanen-pulman:2008:ACLShort, author = {Moilanen, Karo and Pulman, Stephen}, title = {The Good, th\e Bad, and the Unknown: Morphosyllabic Sentiment Tagging of Unseen Words }, booktitle = {Proceedings of ACL-08: HLT, Short Papers}, year = {2008}, pages = {109--112}, address = {Columbus, Ohio}, month = {June}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/P/P08/P08-2028} } @INPROCEEDINGS{Moilanen2007, author = {Karo Moilanen and Stephen Pulman}, title = {Sentiment Composition }, booktitle = {Proceedings of RANLP 2007}, year = {2007}, address = {Borovets, Bulgaria}, owner = {josefr}, timestamp = {2008.03.24} } @INPROCEEDINGS{morinagaetal2002, author = {Satoshi Morinaga and Kenji Yamanishi and Kenji Tateishi and Toshikazu Fukushima}, title = {Mining Product Reputations on the {Web} }, booktitle = {Proceedings of the 8th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2002)}, year = {2002}, pages = {341-349}, address = {Edmonton, Canada} } @INPROCEEDINGS{Morris2004, author = {Morris, Jane and Hirst, Graeme}, title = {The Subjectivity of Lexical Cohesion in Text }, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, address = {Stanford, US}, owner = {cem}, timestamp = {2008.03.27}, url = {http://ftp.cs.toronto.edu/pub/gh/Morris+Hirst-2004-EAAT.pdf} } @INPROCEEDINGS{Mulder2004, author = {Mulder, Matthijs and Nijholt, Anton and den Uyl, Marten and Terpstra, Peter}, title = {A Lexical Grammatical Implementation of Affect }, booktitle = {Proceedings of the 7th International Conference Text, Speech and Dialogue (TSD-04)}, year = {2004}, volume = {3206}, series = {Lecture Notes in Computer Science}, pages = {171--178}, address = {Brno, CZ}, publisher = {Springer-Verlag}, owner = {cem}, timestamp = {2008.03.27}, url = {http://wwwhome.cs.utwente.nl/~anijholt/artikelen/tsd2004.pdf} } @INPROCEEDINGS{Mullen2004, author = {Tony Mullen and Nigel Collier}, title = {Sentiment Analysis Using Support Vector Machines with Diverse Information Sources }, booktitle = emnlp2004, year = {2004}, pages = {412-418}, address = {Barcelona, Spain}, keywords = {subjectivity}, owner = {cem}, timestamp = {2008.03.27}, url = {research.nii.ac.jp/~collier/group/mullen/Papers/emnlp_corrected.pdf} } @INPROCEEDINGS{Mullen2006, author = {Tony Mullen and Robert Malouf}, title = {A Preliminary Investigation into Sentiment Analysis of Informal Political Discourse }, booktitle = {AAAI 2006 Spring Symposium on Computational Approaches to Analysing Weblogs (AAAI-CAAW 2006)}, year = {2006}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{Na2005, author = {Jin-Cheon Na and Christopher S. G. Khoo and Syin Chan and Norraihan Bte Hamzah}, title = {Sentiment-based search in digital libraries }, booktitle = {Proceedings of the 5th ACM/IEEE-CS Joint Conference on Digital Libraries (JCDL-05)}, year = {2005}, pages = {143--144}, address = {Denver, US}, doi = {http://doi.acm.org/10.1145/1065385.1065416}, isbn = {1-58113-876-8}, owner = {cem}, timestamp = {2008.03.27}, url = {http://portal.acm.org/ft_gateway.cfm?id=1065416&type=pdf} } @INPROCEEDINGS{Narayanan2009, author = {Narayanan, Ramanathan and Liu, Bing and Choudhary, Alok}, title = {Sentiment Analysis of Conditional Sentences}, booktitle = {Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing}, year = {2009}, pages = {180--189}, address = {Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/D/D09/D09-1019} } @INPROCEEDINGS{Nastase2007, author = {Vivi Nastase and Marina Sokolova and Jelber Sayyad Shirabad}, title = {Do Happy Words Sound Happy? A Study of Relations between Form and Meaning for English Words Expressing Emotions }, booktitle = {Proceedings of RANLP 2007}, year = {2007}, address = {Borovets, Bulgaria}, owner = {josefr}, timestamp = {2008.03.24} } @INPROCEEDINGS{NasukawaYi2003, author = {Tetsuya Nasukawa and Jeonghee Yi}, title = {Sentiment analysis: capturing favorability using natural language processing}, booktitle = {K-CAP '03: Proceedings of the 2nd international conference on Knowledge capture}, year = {2003}, pages = {70--77}, address = {New York, NY, USA}, publisher = {ACM}, doi = {http://doi.acm.org/10.1145/945645.945658}, isbn = {1-58113-583-1}, location = {Sanibel Island, FL, USA}, url = {http://portal.acm.org/ft_gateway.cfm?id=945658&type=pdf&coll=GUIDE&dl=GUIDE&CFID=765818&CFTOKEN=30592167} } @INPROCEEDINGS{Ni2007, author = {Xiaochuan Ni and Gui-Rong Xue and Xiao Ling and Yong Yu and Qiang Yang}, title = {Exploring in the weblog space by detecting informative and affective articles }, booktitle = {Proceedings of the 16th international conference on World Wide Web (WWW '07)}, year = {2007}, pages = {281--290}, owner = {cem}, timestamp = {2008.03.20}, url = {http://www2007.org/papers/paper225.pdf } } @INPROCEEDINGS{Nigam2004, author = {Nigam, Kamal and Hurst, Matthew}, title = {Towards a Robust Metric of Opinion }, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, address = {Standford, California}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.kamalnigam.com/papers/metric-EAAT04.pdf} } @INPROCEEDINGS{Oberlander2006, author = {Oberlander, Jon and Nowson, Scott}, title = {Whose Thumb Is It Anyway? {C}lassifying Author Personality from Weblog Text }, booktitle = {Proceedings of the COLING/ACL 2006 Main Conference Poster Sessions}, year = {2006}, pages = {627--634}, address = {Sydney, Australia}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/P/P06/P06-2081} } @INCOLLECTION{ortony2003, author = {Andrew Ortony}, title = {On making believable emotional agents believable }, booktitle = {Emotions in humans and artifacts}, publisher = {MIT Press}, year = {2003}, url = {http://www.cs.northwestern.edu/~ortony/Andrew%20Ortony_files/Believable_Agents.pdf} } @INPROCEEDINGS{Ounis2008, author = {Iadh Ounis and Craig Macdonald and Ian Soboroff}, title = {On the TREC Blog Track }, booktitle = {Proceedings of the International Conference on Weblogs and Social Media (ICWSM)}, year = {2008}, owner = {cem}, timestamp = {2008.08.06}, url = {http://www.google.com/url?sa=t&source=web&ct=res&cd=2&url=http%3A%2F%2Fir.dcs.gla.ac.uk%2Fterrier%2Fpublications%2Founis08trecblog.pdf&ei=1JG1SLfoC5aIer3HtZMI&usg=AFQjCNEZ7-Qp3ysT_GNeDOkOgnL1nWPxCw&sig2=RaU6HG3sEKbiavCC84k00w} } @INPROCEEDINGS{Owsley2006, author = {Sara Owsley and Sanjay Sood and Kristian J. Hammond}, title = {Domain Specific Affective Classification of Documents }, booktitle = {Proceedings of AAAI-CAAW-06, the Spring Symposia on Computational Approaches to Analyzing Weblogs}, year = {2006}, address = {Stanford, US}, owner = {cem}, timestamp = {2008.03.28}, url = {http://infolab.northwestern.edu/infolab/downloads/papers/paper10147.pdf} } @INPROCEEDINGS{pang-lee:2008:POSTERS, author = {Pang, Bo and Lee, Lillian}, title = {Using Very Simple Statistics for Review Search: An Exploration }, booktitle = {Coling 2008: Companion volume: Posters and Demonstrations}, year = {2008}, pages = {73--76}, address = {Manchester, UK}, month = {August}, publisher = {Coling 2008 Organizing Committee}, url = {http://www.aclweb.org/anthology/C08-3019} } @ARTICLE{Pang2008, author = {Bo Pang and Lillian Lee}, title = {Opinion mining and sentiment analysis}, journal = {Foundations and Trends in Information Retrieval}, year = {2008}, volume = {Vol. 2(1-2)}, pages = {pp. 1-135}, owner = {cem}, timestamp = {2008.08.06} } @INPROCEEDINGS{Pang2005, author = {Bo Pang and Lillian Lee}, title = {Seeing Stars: {E}xploiting Class Relationships for Sentiment Categorization with Respect to Rating Scales }, booktitle = {Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL-05)}, year = {2005}, pages = {115-124}, address = {Ann Arbor, Michigan}, keywords = {subjectivity}, owner = {cem}, timestamp = {2008.03.27}, url = {http://aclweb.org/anthology-new/P/P05/P05-1015.pdf} } @INPROCEEDINGS{Pang2004, author = {Bo Pang and Lillian Lee}, title = {A Sentimental Education: {S}entiment Analysis Using Subjectivity Summarization Based on Minimum Cuts }, booktitle = {Proceedings of the 42nd Annual Meeting of the Association for Computational Linguistics (ACL-04)}, year = {2004}, pages = {271--278}, address = {Barcelona, ES}, publisher = {Association for Computational Linguistics}, keywords = {subjectivity}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aclweb.org/anthology/P/P04/P04-1035.pdf} } @INPROCEEDINGS{pangetal2002, author = {Bo Pang and Lillian Lee and Shivakumar Vaithyanathan}, title = {Thumbs up? {S}entiment Classification Using Machine Learning Techniques}, booktitle = {Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP-2002)}, year = {2002}, pages = {79-86}, address = {Philadelphia, Pennsylvania} } @INCOLLECTION{Polanyi2005, author = {Livia Polanyi and Annie Zaenen}, title = {Contextual valence shifters }, booktitle = {Computing Attitude and Affect in Text}, publisher = {Springer}, year = {2005}, keywords = {subjectivity}, owner = {cem}, timestamp = {2008.03.28}, url = {MISSING} } @INPROCEEDINGS{polanyizaenen2004, author = {Livia Polanyi and Annie Zaenen}, title = {Contextual Valence Shifters}, booktitle = {Working Notes --- Exploring Attitude and Affect in Text: Theories and Applications (AAAI Spring Symposium Series)}, year = {2004}, keywords = {subjectivity} } @INPROCEEDINGS{polifroni-walker:2008:ACLMain, author = {Polifroni, Joseph and Walker, Marilyn}, title = {Intensional Summaries as Cooperative Responses in Dialogue: Automation and Evaluation }, booktitle = {Proceedings of ACL-08: HLT}, year = {2008}, pages = {479--487}, address = {Columbus, Ohio}, month = {June}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/P/P08/P08-1055} } @INPROCEEDINGS{popescuetzioni2005, author = {Ana-Maria Popescu and Oren Etzioni}, title = {Extracting Product Features and Opinions from Reviews }, booktitle = {Proceedings of the Human Language Technologies Conference/Conference on Empirical Methods in Natural Language Processing (HLT/EMNLP-2005)}, year = {2005}, pages = {339-346}, address = {Vancouver, Canada}, url={http://www.aclweb.org/anthology/H/H05/H05-1043.pdf} } @INPROCEEDINGS{Popescu2005, author = {Ana-Maria Popescu and Bao Nguyen and Oren Etzioni}, title = {{OPINE}: {E}xtracting Product Features and Opinions from Reviews}, booktitle = {Proceedings of HLT/EMNLP 2005 Interactive Demonstrations}, year = {2005}, pages = {32--33}, address = {Vancouver, British Columbia, Canada}, month = {October}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.aclweb.org/anthology/H/H05/H05-2017} } @INPROCEEDINGS{Pouliquen2007, author = {Bruno Pouliquen and Ralf Steinberger and Clive Best}, title = {Automatic Detection Of Quotations in Multilingual News }, booktitle = {Proceedings of RANLP 2007}, year = {2007}, address = {Borovets, Bulgaria}, owner = {josefr}, timestamp = {2008.03.24} } @INPROCEEDINGS{timeml, author = {J. Pustejovsky and J. Castaqo and R. Ingria and R. Saurm and R. Gaizauskas and A. Setzer and G. Katz}, title = {TimeML: Robust Specification of Event and Temporal Expressions in Text }, booktitle = {IWCS-5, Fifth International Workshop on Computational Semantics}, year = {2003}, url = {http://www.timeml.org/site/publications/timeMLpubs/PustejovskyEtAl2.pdf} } @INPROCEEDINGS{2009trecraaijmakers, author = {Stephan Raaijmakers and Wessel Kraaij}, title = { Polarity Classification of Blog TREC 2008 Data with a Geodesic Kernel}, booktitle = {Proceedings of TREC 2008}, year = {2009}, keywords = {Sentiment Mining}, pdf = {/papers/TNO-BLOGTREC-2008-DEF.pdf} } @INPROCEEDINGS{raaijmakers-truong-wilson:2008:EMNLP, author = {Raaijmakers, Stephan and Truong, Khiet and Wilson, Theresa}, title = {Multimodal Subjectivity Analysis of Multiparty Conversation}, booktitle = {Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing}, year = {2008}, pages = {466--474}, address = {Honolulu, Hawaii}, month = {October}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/D08-1049} } @INPROCEEDINGS{Rao2009, author = {Rao, Delip and Ravichandran, Deepak}, title = {Semi-Supervised Polarity Lexicon Induction}, booktitle = {Proceedings of the 12th Conference of the European Chapter of the ACL (EACL 2009)}, year = {2009}, pages = {675--682}, address = {Athens, Greece}, month = {March}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/E09-1077} } @MASTERSTHESIS{Read2004, author = {Jonathon Read}, title = {Recognising Affect in Text using Pointwise-Mutual Information}, school = {University of Sussex}, year = {2004}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.cogs.susx.ac.uk/users/jlr24/papers/read-us04.pdf} } @INPROCEEDINGS{read-hope-carroll:2007:LAW, author = {Read, Jonathon and Hope, David and Carroll, John}, title = {Annotating Expressions of Appraisal in English}, booktitle = {Proceedings of the Linguistic Annotation Workshop}, year = {2007}, pages = {93--100}, address = {Prague, Czech Republic}, month = {June}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/W/W07/W07-1515} } @INPROCEEDINGS{riloffetal2006, author = {Riloff, Ellen and Patwardhan, Siddharth and Wiebe, Janyce}, title = {Feature Subsumption for Opinion Analysis }, booktitle = {Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing}, year = {2006}, pages = {440--448}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/W/W06/W06-1652} } @INPROCEEDINGS{riloffwiebe2003, author = {Ellen Riloff and Janyce Wiebe}, title = {Learning Extraction Patterns for Subjective Expressions }, booktitle = {Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP-2003)}, year = {2003}, pages = {105-112}, address = {Sapporo, Japan}, url = {http://www.aclweb.org/anthology-new/W/W03/W03-1014.pdf} } @INPROCEEDINGS{riloffetal2005, author = {Ellen Riloff and Janyce Wiebe and William Phillips }, title = {Exploiting Subjectivity Classification to Improve Information Extraction}, booktitle = {Proc. 20th National Conference on Artificial Intelligence (AAAI-2005)}, year = {2005}, pages = {1106-1111}, address = {Pittsburgh, PA} } @INPROCEEDINGS{riloffwiebewilsonconll03, author = {Ellen Riloff and Janyce Wiebe and Theresa Wilson}, title = {Learning Subjective Nouns Using Extraction Pattern Bootstrapping}, booktitle = {Proceedings of the 7th Conference on Natural Language Learning (CoNLL-2003)}, year = {2003}, pages = {25-32}, address = {Edmonton, Canada}, keywords = {subjectivity}, url = {http://www.aclweb.org/anthology-new/W/W03/W03-0404.pdf} } @INPROCEEDINGS{ritter-EtAl:2008:EMNLP, author = {Ritter, Alan and Soderland, Stephen and Downey, Doug and Etzioni, Oren}, title = {It's a Contradiction -- no, it's not: {A} Case Study using Functional Relations}, booktitle = {Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing}, year = {2008}, pages = {11--20}, address = {Honolulu, Hawaii}, month = {October}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/D08-1002} } @INPROCEEDINGS{Rittman2004, author = {Robert Rittman and Nina Wacholder and Paul Kantor and Kwong Bor Ng and Tomek Strzalkowski and Ying Sun}, title = {Adjectives as Indicators of Subjectivity in Documents }, booktitle = {Proceedings of the 67th Annual Meeting of the American Society for Information Science and Technology}, year = {2004}, owner = {cem}, timestamp = {2008.03.28} } @INPROCEEDINGS{rotaru-litman:2006:COLACL, author = {Rotaru, Mihai and Litman, Diane J.}, title = {Dependencies between Student State and Speech Recognition Problems in Spoken Tutoring Dialogues }, booktitle = {Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics}, year = {2006}, pages = {193--200}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, doi = {10.3115/1220175.1220200}, url = {http://www.aclweb.org/anthology/P06-1025} } @INCOLLECTION{rubin05, author = {V. Rubin and E. Liddy and N. Kando}, title = {Certainty Identification in Texts: Categorization Model and Manual Tagging Results }, booktitle = {Computing Attitude and Affect in Text}, publisher = {Springer}, year = {2005}, editor = {James G. Shanahan and Yan Qu and Janyce Wiebe}, url = {http://publish.uwo.ca/~vrubin/Publications/RubinLiddyKando_CertaintyIdentification_Ch7.pdf} } @INPROCEEDINGS{rubin:2007:ShortPapers, author = {Rubin, Victoria L.}, title = {Stating with Certainty or Stating with Doubt: Intercoder Reliability Results for Manual Annotation of Epistemically Modalized Statements}, booktitle = {Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers}, year = {2007}, pages = {141--144}, address = {Rochester, New York}, month = {April}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/N/N07/N07-2036} } @INPROCEEDINGS{Rubin2004, author = {Rubin, Victoria L. and Stanton, Jeffrey M. and Liddy, Elizabeth D.}, title = {Discerning Emotions in Texts }, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, address = {Stanford, US}, owner = {cem}, timestamp = {2008.03.28}, url = {http://www.cnlp.org/publications/04Emotion.Stanford.pdf} } @INPROCEEDINGS{Ruppenhofer2008, author = {J. Ruppenhofer and S. Somasundaran and J. Wiebe}, title = {Finding the Sources and Targets of Subjective Expressions}, booktitle = {LREC}, year = {2008}, address = {Marrakech, Morocco}, owner = {swapna}, timestamp = {2009.01.27} } @INPROCEEDINGS{Sadamitsu2008, author = {Kugatsu Sadamitsu and Satoshi Sekine and Mikio Yamamoto}, title = {Sentiment Analysis Based on Probabilistic Models Using Inter-Sentence Information }, booktitle = {Proceedings of the Sixth International Language Resources and Evaluation (LREC'08)}, year = {2008}, owner = {cem}, timestamp = {2008.08.08} } @INPROCEEDINGS{Salvetti2004, author = {Salvetti, Franco and Lewis, Stephen and Reichenbach, Christoph}, title = {Impact of Lexical Filtering on Overall Opinion Polarity Identification}, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, editor = {James G. Shanahan and Janyce Wiebe and Yan Qu}, address = {Stanford, US}, owner = {cem}, timestamp = {2008.03.27}, url = {http://ucsub.colorado.edu/~salvetti/SS404SalvettiF.pdf} } @ARTICLE{Salvetti2004a, author = {Franco Salvetti and Stephen Lewis and Christoph Reichenbach}, title = {Automatic Opinion Polarity Classification of Movie Reviews }, journal = {Colorado Research in Linguistics}, year = {2004}, volume = {17}, number = {1}, owner = {cem}, timestamp = {2008.03.28}, url = {http://ucsub.colorado.edu/~salvetti/Colorado%20Research%20in%20Linguistic.pdf} } @INPROCEEDINGS{Sano2004, author = {Makoto Sano}, title = {An Affect-Based Text Mining System for Qualitative Analysis of Japanese Free Text}, booktitle = {AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, owner = {josefr}, timestamp = {2007.04.04} } @INPROCEEDINGS{Scott2007, author = {Piao Scott and Sophia Ananiadou and Yoshimasa Tsuruoka and Yutaka Sasaki and John McNaught}, title = {Mining Opinion Polarity Relations of Citations }, booktitle = {In Proceedings of the 7th International Workshop on Computational Semantics (IWCS-7)}, year = {2007}, pages = {366-371}, address = {Tilburg, Netherland}, owner = {cem}, timestamp = {2008.04.12} } @INPROCEEDINGS{sekietal2005, author = {Yohei Seki and Koji Eguchi and Noriko Kando and Masaki Aono}, title = {Multi-Document Summarization with Subjectivity Analysis at {DUC} 2005 }, booktitle = {Proceedings 2005 Document Understanding Conference (DUC-2005)}, year = {2005}, url = {http://duc.nist.gov/pubs/2005papers/toyohashiu2.seki.pdf} } @CONFERENCE{sekietal2005a, author = {Seki, Yohei and Eguchi, Koji and Kando, Noriko and Aono, Masaki}, title = {Multi-document summarization reflecting information needs on subjectivity}, booktitle = {The 5th NTCIR Workshop}, year = {2005}, location = {Tokyo, Japan}, url = {http://research.nii.ac.jp/ntcir/workshop/OnlineProceedings5/data/OPEN/NTCIR5-OPEN-SekiY.pdf} } @ARTICLE{1508671, author = {Seki, Yohei and Kando, Noriko and Aono, Masaki}, title = {Multilingual opinion holder identification using author and authority viewpoints}, journal = {Inf. Process. Manage.}, year = {2009}, volume = {45}, pages = {189--199}, number = {2}, address = {Tarrytown, NY, USA}, doi = {http://dx.doi.org/10.1016/j.ipm.2008.11.004}, issn = {0306-4573}, publisher = {Pergamon Press, Inc.} } @INPROCEEDINGS{Shaikh2006, author = {Mostafa Al Masum Shaikh and Prendinger Helmut and Mitsuru Ishizuka}, title = {A cognitively based approach to affect sensing from text }, booktitle = {Proceedings of the 11th International Conference on Intelligent User Interfaces (IUI-2006)}, year = {2006}, pages = {303--305}, address = {Sydney, Australia}, isbn = {1-59593-287-9}, owner = {cem}, timestamp = {2008.03.28}, url = {http://portal.acm.org/ft_gateway.cfm?id=1111518&type=pdf&coll=GUIDE&dl=GUIDE&CFID=767519&CFTOKEN=46674131} } @InProceedings{snyder-barzilay:2007:main, author = {Snyder, Benjamin and Barzilay, Regina}, title = {Multiple Aspect Ranking Using the Good Grief Algorithm}, booktitle = {Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Proceedings of the Main Conference}, month = {April}, year = {2007}, address = {Rochester, New York}, publisher = {Association for Computational Linguistics}, pages = {300--307}, url = {http://www.aclweb.org/anthology/N/N07/N07-1038.pdf} } @other{benSnyderMS, author = {Benjamin Snyder}, title = {Multiple Aspect Ranking for Opinion Analysis}, school = {MIT MS Thesis}, year = {2007} } @INPROCEEDINGS{Somasundaran2009b, author = {Somasundaran, Swapna and Namata, Galileo and Getoor, Lise and Wiebe, Janyce}, title = {Opinion Graphs for Polarity and Discourse Classification}, booktitle = {Proceedings of the 2009 Workshop on Graph-based Methods for Natural Language Processing (TextGraphs-4)}, year = {2009}, pages = {66--74}, address = {Suntec, Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/W/W09/W09-3210} } @INPROCEEDINGS{Somasundaran2009a, author = {Somasundaran, Swapna and Namata, Galileo and Wiebe, Janyce and Getoor, Lise}, title = {Supervised and Unsupervised Methods in Employing Discourse Relations for Improving Opinion Polarity Classification}, booktitle = {Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing}, year = {2009}, pages = {170--179}, address = {Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/D/D09/D09-1018} } @INPROCEEDINGS{Somasundaran2008, author = {Somasundaran, Swapna and Ruppenhofer, Josef and Wiebe, Janyce}, title = {Discourse Level Opinion Relations: An Annotation Study}, booktitle = {SIGdial Workshop on Discourse and Dialogue}, year = {2008}, publisher = {ACL}, owner = {swapna}, timestamp = {2009.01.27}, url = {http://www.aclweb.org/anthology/W/W08/W08-0122} } @INPROCEEDINGS{Somasundaransigdial07, author={Swapna Somasundaran and Josef Ruppenhofer and Janyce Wiebe}, title={Detecting Arguing and Sentiment in Meetings}, booktitle={SIGdial Workshop on Discourse and Dialogue (SIGDial 2007)}, year={2007} } @INPROCEEDINGS{Somasundaran2009, author = {Somasundaran, Swapna and Wiebe, Janyce}, title = {Recognizing Stances in Online Debates}, booktitle = {Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP}, year = {2009}, pages = {226--234}, address = {Suntec, Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/P/P09/P09-1026} } @InProceedings{somasundaran-EtAl:2006:Frontiers, author = {Somasundaran, Swapna and Wiebe, Janyce and Hoffmann, Paul and Litman, Diane}, title = {Manual Annotation of Opinion Categories in Meetings}, booktitle = {Proceedings of the Workshop on Frontiers in Linguistically Annotated Corpora 2006}, month = {July}, year = {2006}, address = {Sydney, Australia}, publisher = {Association for Computational Linguistics}, pages = {54--61}, url = {http://www.aclweb.org/anthology/W/W06/W06-0607} } @INPROCEEDINGS{somasundaran-wiebe-ruppenhofer:2008:PAPERS, author = {Somasundaran, Swapna and Wiebe, Janyce and Ruppenhofer, Josef}, title = {Discourse Level Opinion Interpretation }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)}, year = {2008}, pages = {801--808}, address = {Manchester, UK}, month = {August}, url = {http://www.aclweb.org/anthology/C08-1101} } @INPROCEEDINGS{somasundaranetal2007, author = {Swapna Somasundaran and Theresa Wilson and Janyce Wiebe and Veselin Stoyanov }, title = {QA with Attitude: Exploiting Opinion Type Analysis for Improving Question Answering in On-line Discussions and the News}, booktitle = {International Conference on Weblogs and Social Media}, year = {2007}, address = {Boulder, CO} } @INPROCEEDINGS{stoyanov-cardie:2008:PAPERS, author = {Stoyanov, Veselin and Cardie, Claire}, title = {Topic Identification for Fine-Grained Opinion Analysis }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)}, year = {2008}, pages = {817--824}, address = {Manchester, UK}, month = {August}, publisher = {Coling 2008 Organizing Committee}, url = {http://www.aclweb.org/anthology/C08-1103.pdf} } @INPROCEEDINGS{Stoyanov2008, author = {Veselin Stoyanov and Claire Cardie}, title = {Annotating Topics of Opinions }, booktitle = {Proceedings of the Sixth International Language Resources and Evaluation (LREC'08)}, year = {2008}, owner = {cem}, timestamp = {2008.08.08} } @INPROCEEDINGS{Stoyanov2006, author = {Stoyanov, Veselin and Cardie, Claire }, title = {Partially Supervised Coreference Resolution for Opinion Summarization through Structured Rule Learning}, booktitle = {Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing}, year = {2006}, pages = {336--344}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aclweb.org/anthology/W/W06/W06-1640.pdf} } @INPROCEEDINGS{stoyanovcardieACL2006, author = {Stoyanov, Veselin and Cardie, Claire }, title = {Toward Opinion Summarization: {L}inking the Sources}, booktitle = {Proceedings of the Workshop on Sentiment and Subjectivity in Text}, year = {2006}, pages = {9--14}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/W/W06/W06-0302} } @INPROCEEDINGS{Stoyanov2004, author = {Stoyanov, Veselin and Cardie, Claire and Litman, Diane and Wiebe, Janyce}, title = {Evaluating an Opinion Annotation Scheme Using a New {Multi-Perspective Question and Answer} Corpus}, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, editor = {James G. Shanahan and Janyce Wiebe and Yan Qu}, address = {Stanford, California}, owner = {cem}, timestamp = {2008.03.27} } @INPROCEEDINGS{stoyanovetal2005, author = {Veselin Stoyanov and Claire Cardie and Janyce Wiebe}, title = {{Multi-Perspective Question Answering} Using the {OpQA} Corpus }, booktitle = {Proceedings of the Human Language Technologies Conference/Conference on Empirical Methods in Natural Language Processing (HLT/EMNLP-2005)}, year = {2005}, pages = {923-930}, address = {Vancouver, Canada} } @INPROCEEDINGS{Strapparava2007, author = {Carlo Strapparava and Rada Mihalcea}, title = {SemEval-2007 Task 14: Affective Text}, booktitle = {Proceedings of the 4th International Workshop on the Semantic Evaluations (SemEval 2007)}, year = {2007}, address = {Prague, Czech Republic}, month = {June}, owner = {cem}, timestamp = {2008.03.27}, url = {www.cs.unt.edu/~rada/papers/strapparava.semeval07.pdf} } @INPROCEEDINGS{Strapparava2004, author = {Carlo Strapparava and Alessandro Valitutti}, title = {{WordNet-Affect}: {A}n affective extension of {WordNet} }, booktitle = {Proceedings of the 4th International Conference on Language Resources and Evaluation}, year = {2004}, pages = {1083-1086}, organization = {ELRA}, owner = {cem}, timestamp = {2008.03.28}, url = {MISSING} } @INPROCEEDINGS{Strapparava2006, author = {C. Strapparava and A. Valitutti and O. Stock}, title = {The affective weight of lexicon }, booktitle = {Proceedings of the 5th International Conference on Language Resources and Evaluation (LREC-2006)}, year = {2006}, pages = {423--426}, month = {May}, owner = {cem}, timestamp = {2008.03.28} } @INPROCEEDINGS{Su2009, author = {Su, Fangzhong and Markert, Katja}, title = {Subjectivity Recognition on Word Senses via Semi-supervised Mincuts}, booktitle = {Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, year = {2009}, pages = {1--9}, address = {Boulder, Colorado}, month = {June}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/N/N09/N09-1001} } @INPROCEEDINGS{Su2008, author = {Fangzhong Su and Katja Markert}, title = {From word to sense: a case study of subjectivity recognition }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (COLING-2008)}, year = {2008}, address = {Manchester}, url = {http://www.aclweb.org/anthology/C/C08/C08-1104.pdf} } @INPROCEEDINGS{SuColingWorkshop08, author = {Su, Fangzhong and Katja Markert}, title = {Eliciting Subjectivity and Polarity Judgements on Word Senses }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (COLING-2008) Workshop on Human Judgements in Computational Linguistics}, year = {2008}, timestamp = {2008.08.28}, url = {http://www.comp.leeds.ac.uk/markert/Papers/HJCL08.pdf} } @ARTICLE{Subasic2001, author = {Pero Subasic and Alison Huettner}, title = {Affect Analysis of Text Using Fuzzy Semantic Typing }, journal = {IEEE Transactions on Fuzzy Systems}, year = {2001}, volume = {9}, pages = {483--496}, comments = {there are only 3 citations in this paper!}, issue = {4}, keywords = {affect,subjectivity,lexicon}, owner = {cem}, timestamp = {2008.03.27}, url = {www.clairvoyancecorp.com/talks/FuzzyTypingCP.pdf} } @INPROCEEDINGS{suzukietal2006, author = {Suzuki, Yasuhiro and Takamura, Hiroya and Okumura, Manabu}, title = {Application of Semi-supervised Learning to Evaluative Expression Classification }, booktitle = {Proceedings of the 7th International Conference on Intelligent Text Processing and Computational Linguistics (CICLing-2006)}, year = {2006}, pages = {502--513}, address = {Mexico City, Mexico}, url = {http://www.lr.pi.titech.ac.jp/blogwatcher/paper/cicling2006.pdf} } @INPROCEEDINGS{szarvas:2008:ACLMain, author = {Szarvas, Gy{\"o}rgy}, title = {Hedge Classification in Biomedical Texts with a Weakly Supervised Selection of Keywords }, booktitle = {Proceedings of ACL-08: HLT}, year = {2008}, pages = {281--289}, address = {Columbus, Ohio}, month = {June}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/P/P08/P08-1033.pdf} } @INPROCEEDINGS{taboada2006, author = {M. Taboada and C. Anthony and K. Voll}, title = {Methods for Creating Semantic Orientation Databases }, booktitle = {Proceeding of the 5th International Conference on Language Resources and Evaluation (LREC-2006)}, year = {2006}, pages = {427--432}, address = {Genova, Italy}, url = {http://www.sfu.ca/~mtaboada/docs/Taboada_et_al_LREC_2006.pdf} } @INPROCEEDINGS{Taboada2004, author = {Taboada, Maite and Grieve, Jack}, title = {Analyzing Appraisal Automatically}, booktitle = {Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications}, year = {2004}, pages = {158--161}, address = {Stanford, US}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.sfu.ca/~mtaboada/docs/TaboadaGrieveAppraisal.pdf} } @INPROCEEDINGS{takamuraetal2007naacl, author = {Hiroya Takamura and Takashi Inui and Manabu Okumura}, title = {Extracting Semantic Orientations of Phrases from Dictionary }, booktitle = {HLT-NAACL 2007}, year = {2007}, pages = {292-299}, address = {Rochester, NY}, url = {http://www.lr.pi.titech.ac.jp/~takamura/pubs/naacl07_takamura.pdf} } @INPROCEEDINGS{takamuraetal2006, author = {Takamura, Hiroya and Inui, Takashi and Okumura, Manabu}, title = {Latent Variable Models for Semantic Orientations of Phrases }, booktitle = {Proceedings of the 11th Meeting of the European Chapter of the Association for Computational Linguistics (EACL 2006)}, year = {2006}, address = {Trento, Italy} } @INPROCEEDINGS{Takamura2005, author = {Takamura, Hiroya and Inui, Takashi and Okumura, Manabu}, title = {Extracting Semantic Orientations of Words using Spin Model }, booktitle = {Proceedings of ACL-05, 43rd Annual Meeting of the Association for Computational Linguistics}, year = {2005}, address = {Ann Arbor, US}, publisher = {Association for Computational Linguistics}, url = {http://acl.ldc.upenn.edu/P/P05/P05-1017.pdf} } @INPROCEEDINGS{Takamura2004, author = {Takamura, Hiroya and Inui, Takashi and Okumura, Manabu}, title = {Extracting Emotional Polarity of Words using Spin Model}, booktitle = {Proceedings of the Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ and IEICE-SIGAI on Active Mining (AM2004)}, year = {2004}, address = {Hanoi, Vietnam}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.lr.pi.titech.ac.jp/~takamura/pubs/SpinPN_AM.pdf} } @INPROCEEDINGS{Thomas2006, author = {Thomas, Matt and Pang, Bo and Lee, Lillian}, title = {Get out the vote: {D}etermining support or opposition from Congressional floor-debate transcripts }, booktitle = {Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing}, year = {2006}, pages = {327--335}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.aclweb.org/anthology/W/W06/W06-1639} } @INPROCEEDINGS{Titov2008, author = {Ivan Titov and Ryan McDonald}, title = {A Joint Model of Text and Aspect Ratings for Sentiment Summarization}, booktitle = {Proceedings of ACL-08: HLT}, year = {2008}, pages = {308--316}, address = {Columbus, Ohio}, owner = {cem}, timestamp = {2008.08.06}, url = {http://www.aclweb.org/anthology/P/P08/P08-1036} } @INPROCEEDINGS{Titov2008a, author = {I. Titov and R. McDonald}, title = {Modeling Online Reviews with Multi-Grain Topic Models }, booktitle = {International World Wide Web Conference (WWW)}, year = {2008}, owner = {swapna}, timestamp = {2008.03.26}, url = {http://ryanmcd.googlepages.com/papers/mg_lda.pdf} } @INPROCEEDINGS{tokhisa-inui-matsumoto:2008:PAPERS, author = {Tokhisa, Ryoko and Inui, Kentaro and Matsumoto, Yuji}, title = {Emotion Classification Using Massive Examples Extracted from the Web }, booktitle = {Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008)}, year = {2008}, pages = {881--888}, address = {Manchester, UK}, month = {August}, publisher = {Coling 2008 Organizing Committee}, url = {http://www.aclweb.org/anthology/C08-1111} } @INPROCEEDINGS{tokuhisa-terashima:2006:SIGdial, author = {Tokuhisa, Ryoko and Terashima, Ryuta}, title = {Relationship between Utterances and "Enthusiasm" in Non-task-oriented Conversational Dialogue}, booktitle = {Proceedings of the 7th SIGdial Workshop on Discourse and Dialogue}, year = {2006}, pages = {161--167}, address = {Sydney, Australia}, month = {July}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/W/W06/W06-1323} } @INPROCEEDINGS{Tong2001, author = {Richard Tong}, title = {An operational system for detecting and tracking opinions in on-line discussions }, booktitle = {Working Notes of the SIGIR Workshop on Operational Text Classification}, year = {2001}, pages = {1-6}, address = {New Orleans, Louisianna}, keywords = {tong01subjectivity}, owner = {cem}, timestamp = {2008.03.28} } @INPROCEEDINGS{turney2002, author = {Peter Turney}, title = {Thumbs Up or Thumbs Down? {Semantic} Orientation Applied to Unsupervised Classification of Reviews }, booktitle = {Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics (ACL-02)}, year = {2002}, pages = {417-424}, address = {Philadelphia, Pennsylvania} } @TECHREPORT{turneylittman2002, author = {P. Turney and M. Littman}, title = {Unsupervised Learning of Semantic Orientation from a Hundred-Billion-Word Corpus }, institution = {Institute for Information Technology, National Research Council Canada}, year = {2002}, type = {Technical Report NRC Technical Report ERB-1094}, keywords = {turneylittman02subjectivity} } @ARTICLE{turneylittman2003, author = {Peter Turney and Michael L. Littman}, title = {Measuring Praise and Criticism: {I}nference of Semantic Orientation from Association }, journal = {ACM Transactions on Information Systems (TOIS)}, year = {2003}, volume = {21}, pages = {315--346}, number = {4} } @ARTICLE{valituttietal2004, author = {Alessandro Valitutti and Carlo Strapparava and Oliviero Stock}, title = {Developing Affective Lexical Resources}, journal = {PsychNology}, year = {2004}, volume = {2}, pages = {61--83}, number = {1} } @INPROCEEDINGS{Vogt2006, author = {Thurid Vogt and Elisabeth Andre}, title = {Improving Automatic Emotion Recognition from Speech via Gender Differentiation}, booktitle = {Proceedings of 5th International Conference on Language Resources and Evaluation (LREC-2006)}, year = {2006}, owner = {josefr}, timestamp = {2007.04.04} } @INPROCEEDINGS{Wan2009, author = {Wan, Xiaojun}, title = {Co-Training for Cross-Lingual Sentiment Classification}, booktitle = {Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP}, year = {2009}, pages = {235--243}, address = {Suntec, Singapore}, month = {August}, publisher = {Association for Computational Linguistics}, owner = {cem}, timestamp = {2009.08.20}, url = {http://www.aclweb.org/anthology/P/P09/P09-1027} } @INPROCEEDINGS{wan:2008:EMNLP1, author = {Wan, Xiaojun}, title = {Using Bilingual Knowledge and Ensemble Techniques for Unsupervised {C}hinese Sentiment Analysis}, booktitle = {Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing}, year = {2008}, pages = {553--561}, address = {Honolulu, Hawaii}, month = {October}, publisher = {Association for Computational Linguistics}, url = {http://www.aclweb.org/anthology/D08-1058} } @INPROCEEDINGS{Weimer2007, author = {Markus Weimer and Iryna Gurevych}, title = {Predicting the Perceived Quality of Web Forum Posts}, booktitle = {Proceedings of RANLP 2007}, year = {2007}, address = {Borovets, Bulgaria}, owner = {josefr}, timestamp = {2008.03.24} } @INPROCEEDINGS{Whitelaw2005b, author = {Whitelaw, Casey and Garg, Navendu and Argamon, Shlomo}, title = {Using Appraisal Taxonomies for Sentiment Analysis }, booktitle = {Proceedings of CIKM-05, the ACM SIGIR Conference on Information and Knowledge Management}, year = {2005}, address = {Bremen, DE}, owner = {cem}, timestamp = {2008.03.28}, url = {http://lingcog.iit.edu/doc/appraisal_sentiment_cikm.pdf} } @TECHREPORT{wiebe2002, author = {J. Wiebe}, title = {Instructions for Annotating Opinions in Newspaper Articles}, institution = {University of Pittsburgh}, year = {2002}, type = {{Department of Computer Science Technical Report TR-02-101}} } @INPROCEEDINGS{wiebe2000, author = {Janyce Wiebe}, title = {Learning Subjective Adjectives from Corpora }, booktitle = {Proceedings of the Seventeenth National Conference on Artificial Intelligence (AAAI-2000)}, year = {2000}, pages = {735-740}, address = {Austin, Texas} } @ARTICLE{Wiebe1994, author = {Janyce Wiebe}, title = {Tracking Point of View in Narrative }, journal = {Computational Linguistics}, year = {1994}, volume = {20}, pages = {233-287}, number = {2}, owner = {cem}, timestamp = {2008.03.27} } @PHDTHESIS{Wiebe1990a, author = {Janyce Wiebe}, title = {Recognizing Subjective Sentences: {A} Computational Investigation of Narrative Text}, school = {State University of New York at Buffalo}, year = {1990}, owner = {cem}, timestamp = {2008.03.27} } @MISC{Breckcornellsystem, author = {Eric Breck and Yejin Choi and Veselin Stoyanov and Claire Cardie}, title = {Cornell System Description for the NTCIR-6 Opinion Task}, year = {} } @INPROCEEDINGS{Wiebe2003, author = {Wiebe, Janyce and Breck, E. and Buckley, Christopher and Cardie, Claire and Davis, P. and Fraser, B. and Litman, Diane and Pierce, D. and Riloff, Ellen and Wilson, Theresa and Day, D. and Maybury, Mark}, title = {Recognizing and Organizing Opinions Expressed in the World Press}, booktitle = {Proceedings of the 2003 AAAI Spring Symposium on New Directions in Question Answering}, year = {2003}, owner = {cem}, timestamp = {2008.03.27}, url = {http://www.cs.cornell.edu/home/cardie/papers/aaai-ss-overall-03.pdf} } @INPROCEEDINGS{Wiebe1995, author = {J. Wiebe and R. Bruce}, title = {Probabilistic Classifiers for Tracking Point of View}, booktitle = {Proc. 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Sadao}, title = {Dependency Tree-based Sentiment Classification using CRFs with Hidden Variables}, booktitle = {Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, month = {June}, year = {2010}, address = {Los Angeles, California}, publisher = {Association for Computational Linguistics}, pages = {786--794}, url = {http://www.aclweb.org/anthology/N10-1120} } @InProceedings{velikovich-EtAl:2010:NAACLHLT, author = {Velikovich, Leonid and Blair-Goldensohn, Sasha and Hannan, Kerry and McDonald, Ryan}, title = {The viability of web-derived polarity lexicons}, booktitle = {Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, month = {June}, year = {2010}, address = {Los Angeles, California}, publisher = {Association for Computational Linguistics}, pages = {777--785}, url = {http://www.aclweb.org/anthology/N10-1119} } @InProceedings{wiegand-klakow:2010:NAACLHLT, author = {Wiegand, Michael and Klakow, Dietrich}, title = {Convolution Kernels for Opinion Holder Extraction}, booktitle = {Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, month = {June}, year = {2010}, address = {Los Angeles, California}, publisher = {Association for Computational Linguistics}, pages = {795--803}, url = {http://www.aclweb.org/anthology/N10-1121} } @InProceedings{brody-elhadad:2010:NAACLHLT, author = {Brody, Samuel and Elhadad, Noemie}, title = {An Unsupervised Aspect-Sentiment Model for Online Reviews}, booktitle = {Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics}, month = {June}, year = {2010}, address = {Los Angeles, California}, publisher = {Association for Computational Linguistics}, pages = {804--812}, url = {http://www.aclweb.org/anthology/N10-1122} } @InProceedings{akkaya-EtAl:2010:MTURK, author = {Akkaya, Cem and Conrad, Alexander and Wiebe, Janyce and Mihalcea, Rada}, title = {Amazon Mechanical Turk for Subjectivity Word Sense Disambiguation}, booktitle = {Proceedings of the NAACL HLT 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk}, month = {June}, year = {2010}, address = {Los Angeles}, publisher = {Association for Computational Linguistics}, pages = {195--203}, url = {http://www.aclweb.org/anthology/W10-0731} } @inproceedings{Oconnor10, author = {O'Connor, Brendan and Balasubramanyan, Ramnath and Routledge, Bryan R. and Smith, Noah A.}, booktitle = {Proceedings of the International AAAI Conference on Weblogs and Social Media}, citeulike-article-id = {7044833}, keywords = {poll, prediction, sentiment, sentiment-analysis, twitter}, title = {From Tweets to Polls: Linking Text Sentiment to Public Opinion Time Series}, year = {2010}, url = {http://www.aaai.org/ocs/index.php/ICWSM/ICWSM10/paper/view/1536/1842 }} @InProceedings{hassan-radev:2010:ACL, author = {Hassan, Ahmed and Radev, Dragomir R.}, title = {Identifying Text Polarity Using Random Walks}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {395--403}, url = {http://www.aclweb.org/anthology/P10-1041} } @InProceedings{wei-gulla:2010:ACL, author = {Wei, Wei and Gulla, Jon Atle}, title = {Sentiment Learning on Product Reviews via Sentiment Ontology Tree}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {404--413}, url = {http://www.aclweb.org/anthology/P10-1042} } @InProceedings{li-EtAl:2010:ACL1, author = {Li, Shoushan and Huang, Chu-Ren and Zhou, Guodong and Lee, Sophia Yat Mei}, title = {Employing Personal/Impersonal Views in Supervised and Semi-Supervised Sentiment Classification}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {414--423}, url = {http://www.aclweb.org/anthology/P10-1043} } @InProceedings{toprak-jakob-gurevych:2010:ACL, author = {Toprak, Cigdem and Jakob, Niklas and Gurevych, Iryna}, title = {Sentence and Expression Level Annotation of Opinions in User-Generated Discourse}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {575--584}, url = {http://www.aclweb.org/anthology/P10-1059.pdf} } @InProceedings{jijkoun-derijke-weerkamp:2010:ACL, author = {Jijkoun, Valentin and de Rijke, Maarten and Weerkamp, Wouter}, title = {Generating Focused Topic-Specific Sentiment Lexicons}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {585--594}, url = {http://www.aclweb.org/anthology/P10-1060} } @InProceedings{kim-li-lee:2010:ACL, author = {Kim, Jungi and Li, Jin-Ji and Lee, Jong-Hyeok}, title = {Evaluating Multilanguage-Comparability of Subjectivity Analysis Systems}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {595--603}, url = {http://www.aclweb.org/anthology/P10-1061} } @InProceedings{shutova:2010:ACL, author = {Shutova, Ekaterina}, title = {Models of Metaphor in NLP}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {688--697}, url = {http://www.aclweb.org/anthology/P10-1071} } @InProceedings{beigmanklebanov-beigman:2010:ACL, author = {Beigman Klebanov, Beata and Beigman, Eyal}, title = {A Game-Theoretic Model of Metaphorical Bargaining}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {698--709}, url = {http://www.aclweb.org/anthology/P10-1072} } @InProceedings{li-EtAl:2010:ACL3, author = {Li, Binyang and Zhou, Lanjun and Feng, Shi and Wong, Kam-Fai}, title = {A Unified Graph Model for Sentence-Based Opinion Retrieval}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {1367--1375}, url = {http://www.aclweb.org/anthology/P10-1139} } @InProceedings{tata-dieugenio:2010:ACL, author = {Tata, Swati and Di Eugenio, Barbara}, title = {Generating Fine-Grained Reviews of Songs from Album Reviews}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {1376--1385}, url = {http://www.aclweb.org/anthology/P10-1140} } @InProceedings{paltoglou-thelwall:2010:ACL, author = {Paltoglou, Georgios and Thelwall, Mike}, title = {A Study of Information Retrieval Weighting Schemes for Sentiment Analysis}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {1386--1395}, url = {http://www.aclweb.org/anthology/P10-1141} } @InProceedings{yano-resnik-smith:2010:MTURK, author = {Yano, Tae and Resnik, Philip and Smith, Noah A.}, title = {Shedding (a Thousand Points of) Light on Biased Language}, booktitle = {Proceedings of the NAACL HLT 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk}, month = {June}, year = {2010}, address = {Los Angeles}, publisher = {Association for Computational Linguistics}, pages = {152--158}, url = {http://www.aclweb.org/anthology/W10-0723} } @inproceedings{DBLP:conf/webdb/GanuEM09, author = {Gayatree Ganu and Noemie Elhadad and Am{\'e}lie Marian}, title = {Beyond the Stars: Improving Rating Predictions using Review Text Content}, booktitle = {WebDB}, year = {2009}, url = {http://webdb09.cse.buffalo.edu/papers/Paper9/WebDB.pdf} } @inproceedings{Zhuang+al:06a, author = {Li Zhuang and Feng Jing and {Xiao-yan} Zhu and Lei Zhang}, booktitle = {Proceedings of the ACM SIGIR Conference on Information and Knowledge Management (CIKM)}, title = {Movie Review Mining and Summarization}, year = 2006, keywords = {analysis mining opinion sentiment}, url = {http://www.bibsonomy.org/bibtex/2a00263fbdff23c3faa40b288f8c70c4c/om} } @inproceedings{DBLP:conf/sigir/McKeownPENH05, author = {Kathleen McKeown and Rebecca J. Passonneau and David K. Elson and Ani Nenkova and Julia Hirschberg}, title = {Do summaries help?}, booktitle = {SIGIR}, year = {2005}, pages = {210-217} } @inproceedings{careninirizoli09, author = {Carenini, Giuseppe and Rizoli, Lucas}, title = {A multimedia interface for facilitating comparisons of opinions}, booktitle = {IUI '09: Proceedings of the 13th international conference on Intelligent user interfaces}, year = {2009}, isbn = {978-1-60558-168-2}, pages = {325--334}, location = {Sanibel Island, Florida, USA}, url = {http://people.cs.ubc.ca/~carenini/PAPERS/IUI09-PUBLISHED.pdf}, publisher = {ACM}, address = {New York, NY, USA}, } @inproceedings{verbree06, author = {Verbree, Daan and Rienks, Rutger and Heylen, Dirk}, title = {First Steps Towards the Automatic Construction of Argument-Diagrams from Real Discussions}, booktitle = {Proceeding of the 2006 conference on Computational Models of Argument}, year = {2006}, isbn = {1-58603-652-1}, pages = {183--194}, publisher = {IOS Press}, address = {Amsterdam, The Netherlands, The Netherlands} } @article{georgeetal07, author = {George, Sarah and Zukerman, Ingrid and Niemann, Michael}, affiliation = {Monash University Faculty of Information Technology Clayton VI C 3800 Australia}, title = {Inferences, suppositions and explanatory extensions in argument inte rpretation}, journal = {User Modeling and User-Adapted Interaction}, publisher = {Springer Netherlands}, issn = {0924-1868}, keyword = {Computer Science}, pages = {439-474}, volume = {17}, issue = {5}, url = {http://dx.doi.org/10.1007/s11257-007-9034-9}, note = {10.1007/s11257-007-9034-9}, year = {2007} } @inproceedings{kwonZhouHovyShulmandgo07, author = {Kwon, Namhee and Zhou, Liang and Hovy, Eduard and Shulman, Stuart W.}, title = {Identifying and classifying subjective claims}, booktitle = {dg.o '07: Proceedings of the 8th annual international conference on Digital government research}, year = {2007}, isbn = {1-59593-599-1}, pages = {76--81}, url = {http://www.isi.edu/natural-language/people/hovy/papers/07dgo-eRule-claims.pdf}, location = {Philadelphia, Pennsylvania}, publisher = {Digital Government Society of North America}, } @PHDTHESIS{swapnathesis, author = {Swapna Somasundaran}, title = {Discourse-Level Relations for Opinion Analysis}, school = {{Department of Computer Science, University of Pittsburgh}}, year = {2010} } @PHDTHESIS{akkayathesis, author = {Cem Akkaya}, title = {Subjectivity Word Sense Disambiguation: A Method for Sense-aware Subjectivity Analysis}, school = {Intelligent Systems Program, University of Pittsburgh}, year = {2013} } @inproceedings{CareniniCheung08, author = {Carenini, Giuseppe and Cheung, Jackie Chi Kit}, title = {Extractive vs. NLG-based abstractive summarization of evaluative text: the effect of corpus controversiality}, booktitle = {INLG '08: Proceedings of the Fifth International Natural Language Generation Conference}, year = {2008}, pages = {33--41}, location = {Salt Fork, Ohio}, publisher = {Association for Computational Linguistics}, address = {Morristown, NJ, USA}, url={http://aclweb.org/anthology-new/W/W08/W08-1106.pdf} } @article{stoneHunt1963, author = {F. J. Stone and E. B. Hunt}, title = {A Computer Approach to Content Analysis, Studies Using the General Inquirer System}, journal ={Managing Requirements Knowledge, International Workshop on}, volume = {0}, year = {1963}, pages = {241}, doi = {http://doi.ieeecomputersociety.org/10.1109/AFIPS.1963.1}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA} } @inproceedings{carenini00, author = {Carenini, Giuseppe}, title = {A task-based framework to evaluate evaluative arguments}, booktitle = {INLG '00: Proceedings of the first international conference on Natural language generation}, year = {2000}, isbn = {965-90296-0-8}, pages = {9--16}, location = {Mitzpe Ramon, Israel}, doi = {http://dx.doi.org/10.3115/1118253.1118256}, publisher = {Association for Computational Linguistics}, address = {Morristown, NJ, USA}, } @book{Bikel:2012:MNL:2230461, author = {Bikel, Daniel and Zitouni, Imed}, title = {Multilingual Natural Language Processing Applications: From Theory to Practice}, year = {2012}, isbn = {0137151446, 9780137151448}, edition = {1st}, publisher = {IBM Press}, } @INCOLLECTION{mihalceabaneawiebemultichapter2012, author = {Rada Mihalcea and Carmen Banea and Janyce Wiebe}, title = {Multilingual Sentiment and Subjectivity Analysis}, booktitle = {Multilingual Natural Language Applications: From Theory to Practice}, publisher = {IBM Press}, year = {2012}, editor = {Daniel M. Bikel and Imed Zitouni} } @InProceedings{banea-mihalcea-wiebe:2010:PAPERS, author = {Banea, Carmen and Mihalcea, Rada and Wiebe, Janyce}, title = {Multilingual Subjectivity: Are More Languages Better?}, booktitle = {Proceedings of the 23rd International Conference on Computational Linguistics (Coling 2010)}, month = {August}, year = {2010}, address = {Beijing, China}, publisher = {Coling 2010 Organizing Committee}, pages = {28--36}, url = {http://www.aclweb.org/anthology/C10-1004} } @InProceedings{AAAI101730, author = {Michael Paul and Roxana Girju}, title = {A Two-Dimensional Topic-Aspect Model for Discovering Multi-Faceted Topics}, booktitle = {AAAI Conference on Artificial Intelligence 2010}, year = {2010}, abstract = {This paper presents the Topic-Aspect Model (TAM), a Bayesian mixture model which jointly discovers topics and aspects. We broadly define an aspect of a document as a characteristic that spans the document, such as an underlying theme or perspective. Unlike previous models which cluster words by topic or aspect, our model can generate token assignments in both of these dimensions, rather than assuming words come from only one of two orthogonal models. We present two applications of the model. First, we model a corpus of computational linguistics abstracts, and find that the scientific topics identified in the data tend to include both a computational aspect and a linguistic aspect. For example, the computational aspect of GRAMMAR emphasizes parsing, whereas the linguistic aspect focuses on formal languages. Secondly, we show that the model can capture different viewpoints on a variety of topics in a corpus of editorials about the Israeli-Palestinian conflict. We show both qualitative and quantitative improvements in TAM over two other state-of-the-art topic models.}, url = {http://www.aaai.org/ocs/index.php/AAAI/AAAI10/paper/view/1730/2034} } @InProceedings{paul-girju:2009:EMNLP, author = {Michael Paul and Roxana Girju}, title = {Cross-Cultural Analysis of Blogs and Forums with Mixed-Collection Topic Models}, booktitle = {Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing}, month = {August}, year = {2009}, address = {Singapore}, publisher = {Association for Computational Linguistics}, pages = {1408--1417}, url = {http://www.aclweb.org/anthology/D/D09/D09-1146.pdf} } @InProceedings{paul-zhai-girju:2010:EMNLP, author = {Paul, Michael and Zhai, ChengXiang and Girju, Roxana}, title = {Summarizing Contrastive Viewpoints in Opinionated Text}, booktitle = {Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing}, month = {October}, year = {2010}, address = {Cambridge, MA}, publisher = {Association for Computational Linguistics}, pages = {66--76}, url = {http://www.aclweb.org/anthology/D10-1007.pdf} } @InProceedings{rentoumi-EtAl:2009:RANLP09, author = {Rentoumi, Vassiliki and Giannakopoulos, George and Karkaletsis, Vangelis and Vouros, George A.}, title = {Sentiment Analysis of Figurative Language using a Word Sense Disambiguation Approach}, booktitle = {Proceedings of the International Conference RANLP-2009}, month = {September}, year = {2009}, address = {Borovets, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {370--375}, url = {http://www.aclweb.org/anthology/R09-1067.pdf} } @InProceedings{johansson-moschitti:2010:PAPERS, author = {Johansson, Richard and Moschitti, Alessandro}, title = {Reranking Models in Fine-grained Opinion Analysis}, booktitle = {Proceedings of the 23rd International Conference on Computational Linguistics (Coling 2010)}, month = {August}, year = {2010}, address = {Beijing, China}, publisher = {Coling 2010 Organizing Committee}, pages = {519--527}, url = {http://www.aclweb.org/anthology/C10-1059.pdf} } @InProceedings{johansson-moschitti:2010:CONLL, author = {Johansson, Richard and Moschitti, Alessandro}, title = {Syntactic and Semantic Structure for Opinion Expression Detection}, booktitle = {Proceedings of the Fourteenth Conference on Computational Natural Language Learning}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {67--76}, url = {http://www.aclweb.org/anthology/W10-2910.pdf} } @InProceedings{neviarouskaya-prendinger-ishizuka:2010:PAPERS, author = {Neviarouskaya, Alena and Prendinger, Helmut and Ishizuka, Mitsuru}, title = {Recognition of Affect, Judgment, and Appreciation in Text}, booktitle = {Proceedings of the 23rd International Conference on Computational Linguistics (Coling 2010)}, month = {August}, year = {2010}, address = {Beijing, China}, publisher = {Coling 2010 Organizing Committee}, pages = {806--814}, url = {http://www.aclweb.org/anthology/C10-1091.pdf} } @article{neviarouskayaetalNLE2011, author = {NEVIAROUSKAYA,ALENA and PRENDINGER,HELMUT and ISHIZUKA,MITSURU}, title = {Affect Analysis Model: novel rule-based approach to affect sensing from text}, journal = {Natural Language Engineering}, volume = {17}, number = {01}, pages = {95-135}, year = {2011}, doi = {10.1017/S1351324910000239}, URL = {http://dx.doi.org/10.1017/S1351324910000239}, eprint = {http://journals.cambridge.org/article_S1351324910000239}, } @incollection{springerlink:10.1007/978-3-642-19400-9_33, author = {Das, Dipankar and Kolya, Anup and Ekbal, Asif and Bandyopadhyay, Sivaji}, affiliation = {Department of Computer Science and Engineering, Jadavpur University, Kolkata, 700 032 India}, title = {Temporal Analysis of Sentiment Events}, booktitle = {Computational Linguistics and Intelligent Text Processing}, series = {Lecture Notes in Computer Science}, editor = {Gelbukh, Alexander}, publisher = {Springer Berlin / Heidelberg}, isbn = {}, pages = {417-428}, volume = {6608}, url = {http://dx.doi.org/10.1007/978-3-642-19400-9_33}, note = {10.1007/978-3-642-19400-9_33}, year = {2011} } @inproceedings{Musat:2010:IVS:1885962.1885980, author = {Musat, Claudiu and Trausan-Matu, Stefan}, title = {The impact of valence shifters on mining implicit economic opinions}, booktitle = {Proceedings of the 14th international conference on Artificial intelligence: methodology, systems, and applications}, series = {AIMSA'10}, year = {2010}, isbn = {3-642-15430-1, 978-3-642-15430-0}, location = {Varna, Bulgaria}, pages = {131--140}, numpages = {10}, url = {http://portal.acm.org/citation.cfm?id=1885962.1885980}, acmid = {1885980}, publisher = {Springer-Verlag}, address = {Berlin, Heidelberg}, keywords = {diminishers, economic predictions, negations, opinion mining, valence shifters}, } @InProceedings{li-EtAl:2010:PAPERS1, author = {Li, Shoushan and Lee, Sophia Y. M. and Chen, Ying and Huang, Chu-Ren and Zhou, Guodong}, title = {Sentiment Classification and Polarity Shifting}, booktitle = {Proceedings of the 23rd International Conference on Computational Linguistics (Coling 2010)}, month = {August}, year = {2010}, address = {Beijing, China}, publisher = {Coling 2010 Organizing Committee}, pages = {635--643}, url = {http://www.aclweb.org/anthology/C10-1072.pdf} } @inproceedings{Diakopoulos:2011:TTS:1979742.1979782, author = {Diakopoulos, Nicholas and Naaman, Mor}, title = {Topicality, time and sentiment in online news comments}, booktitle = {Proceedings of the 2011 annual conference extended abstracts on Human factors in computing systems}, series = {CHI EA '11}, year = {2011}, isbn = {978-1-4503-0268-5}, location = {Vancouver, BC, Canada}, pages = {1405--1410}, numpages = {6}, url = {http://doi.acm.org/10.1145/1979742.1979782}, doi = {http://doi.acm.org/10.1145/1979742.1979782}, acmid = {1979782}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {commenting systems, news discourse, online journalism}, } @inproceedings{DBLP:conf/ltconf/EsuliS09, author = {Andrea Esuli and Fabrizio Sebastiani}, title = {Enhancing Opinion Extraction by Automatically Annotated Lexical Resources - (Extended Version)}, booktitle = {LTC}, year = {2009}, pages = {500-511}, ee = {http://dx.doi.org/10.1007/978-3-642-20095-3_46}, crossref = {DBLP:conf/ltconf/2009}, bibsource = {DBLP, http://dblp.uni-trier.de} } @proceedings{DBLP:conf/ltconf/2009, editor = {Zygmunt Vetulani}, title = {Human Language Technology. Challenges for Computer Science and Linguistics - 4th Language and Technology Conference, LTC 2009, Poznan, Poland, November 6-8, 2009, Revised Selected Papers}, booktitle = {LTC}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, volume = {6562}, year = {2011}, isbn = {978-3-642-20094-6}, ee = {http://dx.doi.org/10.1007/978-3-642-20095-3}, bibsource = {DBLP, http://dblp.uni-trier.de} } @inproceedings{Jo:2011:ASU:1935826.1935932, author = {Jo, Yohan and Oh, Alice H.}, title = {Aspect and sentiment unification model for online review analysis}, booktitle = {Proceedings of the fourth ACM international conference on Web search and data mining}, series = {WSDM '11}, year = {2011}, isbn = {978-1-4503-0493-1}, location = {Hong Kong, China}, pages = {815--824}, numpages = {10}, url = {http://doi.acm.org/10.1145/1935826.1935932}, doi = {http://doi.acm.org/10.1145/1935826.1935932}, acmid = {1935932}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {aspect detection, sentiment analysis, topic modeling}, } @inproceedings{Templeton:2011:CVS:1940761.1940903, author = {Templeton, Thomas Clay and Fleischmann, Kenneth R. and Boyd-Graber, Jordan}, title = {Comparing values and sentiment using Mechanical Turk}, booktitle = {Proceedings of the 2011 iConference}, series = {iConference '11}, year = {2011}, isbn = {978-1-4503-0121-3}, location = {Seattle, Washington}, pages = {783--784}, numpages = {2}, url = {http://doi.acm.org/10.1145/1940761.1940903}, doi = {http://doi.acm.org/10.1145/1940761.1940903}, acmid = {1940903}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {human values, sentiment analysis, text classification}, } @incollection {springerlink:10.1007/978-3-642-20161-5_37, author = {Tackstrom, Oscar and McDonald, Ryan}, affiliation = {Swedish Institute of Computer Science, Sweden}, title = {Discovering Fine-Grained Sentiment with Latent Variable Structured Prediction Models}, booktitle = {Advances in Information Retrieval}, series = {Lecture Notes in Computer Science}, editor = {Clough, Paul and Foley, Colum and Gurrin, Cathal and Jones, Gareth and Kraaij, Wessel and Lee, Hyowon and Mudoch, Vanessa}, publisher = {Springer Berlin / Heidelberg}, isbn = {}, pages = {368-374}, volume = {6611}, url = {http://dx.doi.org/10.1007/978-3-642-20161-5_37}, note = {10.1007/978-3-642-20161-5_37}, year = {2011} } @incollection {springerlink:10.1007/978-3-642-20095-3_19, author = {Kabadjov, Mijail and Balahur, Alexandra and Boldrini, Ester}, affiliation = {Joint Research Centre, European Commission, Via E. Fermi, 2749 Ispra (VA), Italy}, title = {Sentiment Intensity: Is It a Good Summary Indicator?}, booktitle = {Human Language Technology. Challenges for Computer Science and Linguistics}, series = {Lecture Notes in Computer Science}, editor = {Vetulani, Zygmunt}, publisher = {Springer Berlin / Heidelberg}, isbn = {}, pages = {203-212}, volume = {6562}, url = {http://dx.doi.org/10.1007/978-3-642-20095-3_19}, note = {10.1007/978-3-642-20095-3_19}, year = {2011} } @inproceedings{Kawamae:2011:PFR:1935826.1935911, author = {Kawamae, Noriaki}, title = {Predicting future reviews: sentiment analysis models for collaborative filtering}, booktitle = {Proceedings of the fourth ACM international conference on Web search and data mining}, series = {WSDM '11}, year = {2011}, isbn = {978-1-4503-0493-1}, location = {Hong Kong, China}, pages = {605--614}, numpages = {10}, url = {http://doi.acm.org/10.1145/1935826.1935911}, doi = {http://doi.acm.org/10.1145/1935826.1935911}, acmid = {1935911}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {collaborative filtering, information extraction, latent variable modeling, sentiment analysis, topic modeling}, } @inproceedings{Lu:2011:ACC:1963405.1963456, author = {Lu, Yue and Castellanos, Malu and Dayal, Umeshwar and Zhai, ChengXiang}, title = {Automatic construction of a context-aware sentiment lexicon: an optimization approach}, booktitle = {Proceedings of the 20th international conference on World wide web}, series = {WWW '11}, year = {2011}, isbn = {978-1-4503-0632-4}, location = {Hyderabad, India}, pages = {347--356}, numpages = {10}, url = {http://doi.acm.org/10.1145/1963405.1963456}, doi = {http://doi.acm.org/10.1145/1963405.1963456}, acmid = {1963456}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {opinion mining, optimization, sentiment analysis, sentiment lexicon}, } @inproceedings{Engonopoulos:2011:EWM:1988688.1988703, author = {Engonopoulos, Nikos and Lazaridou, Angeliki and Paliouras, Georgios and Chandrinos, Konstantinos}, title = {ELS: a word-level method for entity-level sentiment analysis}, booktitle = {Proceedings of the International Conference on Web Intelligence, Mining and Semantics}, series = {WIMS '11}, year = {2011}, isbn = {978-1-4503-0148-0}, location = {Sogndal, Norway}, pages = {12:1--12:9}, articleno = {12}, numpages = {9}, url = {http://doi.acm.org/10.1145/1988688.1988703}, doi = {http://doi.acm.org/10.1145/1988688.1988703}, acmid = {1988703}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {fine-grained sentiment analysis, opinion mining, pattern discovery, sentiment classification, statistical sequence modeling}, } @incollection {springerlink:10.1007/978-3-642-20841-6_27, author = {Wan, Xiaojun}, affiliation = {Institute of Computer Science and Technology, The MOE Key Laboratory of Computational Linguistics, Peking University, Beijing, 100871 China}, title = {Collaborative Data Cleaning for Sentiment Classification with Noisy Training Corpus}, booktitle = {Advances in Knowledge Discovery and Data Mining}, series = {Lecture Notes in Computer Science}, editor = {Huang, Joshua and Cao, Longbing and Srivastava, Jaideep}, publisher = {Springer Berlin / Heidelberg}, isbn = {}, pages = {326-337}, volume = {6634}, url = {http://dx.doi.org/10.1007/978-3-642-20841-6_27}, note = {10.1007/978-3-642-20841-6_27}, year = {2011} } @InProceedings{boydgraber-resnik:2010:EMNLP, author = {Boyd-Graber, Jordan and Resnik, Philip}, title = {Holistic Sentiment Analysis Across Languages: Multilingual Supervised Latent Dirichlet Allocation}, booktitle = {Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing}, month = {October}, year = {2010}, address = {Cambridge, MA}, publisher = {Association for Computational Linguistics}, pages = {45--55}, url = {http://www.aclweb.org/anthology/D10-1005.pdf} } @INPROCEEDINGS{Moilanen:Packed, author = {Karo Moilanen and Stephen Pulman and Yue Zhang}, title = {Packed Feelings and Ordered Sentiments: Sentiment Parsing with Quasi-compositional Polarity Sequencing and Compression}, booktitle = {Proceedings of the 1st Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2010) at the 19th European Conference on Artificial Intelligence (ECAI 2010)}, year = {2010}, pages = {36--43}, address = {Lisbon, Portugal}, month = {August 16-20}, url = {http://users.ox.ac.uk/~wolf2244/packedFeelingsWASSA10Final.pdf} } @InProceedings{moilanen-pulman:2009:RANLP09, author = {Moilanen, Karo and Pulman, Stephen}, title = {Multi-entity Sentiment Scoring}, booktitle = {Proceedings of the International Conference RANLP-2009}, month = {September}, year = {2009}, address = {Borovets, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {258--263}, url = {http://www.aclweb.org/anthology/R09-1048} } @incollection{Potts08HSK, Address = {Berlin}, Author = {Potts, Christopher}, Booktitle = {Semantics: An International Handbook of Natural Language Meaning}, Editor = {Maienborn, Claudia and von Heusinger, Klaus and Portner, Paul}, Publisher = {Mouton de Gruyter}, Title = {Conventional Implicature and Expressive Content}, Year = {To appear}} @InProceedings{somasundaran-wiebe:2010, author = {Somasundaran, Swapna and Wiebe, Janyce}, title = {Recognizing Stances in Ideological On-Line Debates}, booktitle = {Proceedings of the NAACL HLT 2010 Workshop on Computational Approaches to Analysis and Generation of Emotion in Text}, month = {June}, year = {2010}, address = {Los Angeles, CA}, publisher = {Association for Computational Linguistics}, pages = {116--124}, url = {http://www.aclweb.org/anthology/W10-0214.pdf} } @InProceedings{anand_2011_classifying_stance_debates, author = {Anand, Pranav and Walker, Marilyn and Abbott, Rob and Fox Tree, Jean E. and Bowmani, Robeson and Minor, Michael}, title = {Cats Rule and Dogs Drool!: Classifying Stance in Online Debate}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {1--9}, url = {http://www.aclweb.org/anthology/W11-1701} } @InProceedings{maks_2011_verb_lexicon_sentiment_opinion, author = {Maks, Isa and Vossen, Piek}, title = {A verb lexicon model for deep sentiment analysis and opinion mining applications}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {10--18}, url = {http://www.aclweb.org/anthology/W11-1702} } @InProceedings{he_2011_polarity-bearing_topics_cross-domain, author = {He, Yulan and Lin, Chenghua and Alani, Harith}, title = {Automatically Extracting Polarity-Bearing Topics for Cross-Domain Sentiment Classification}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {123--131}, url = {http://www.aclweb.org/anthology/P11-1013} } @InProceedings{bollegala_2011_cross-domain_sentiment_thesaurus, author = {Bollegala, Danushka and Weir, David and Carroll, John}, title = {Using Multiple Sources to Construct a Sentiment Sensitive Thesaurus for Cross-Domain Sentiment Classification}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {132--141}, url = {http://www.aclweb.org/anthology/P11-1014} } @InProceedings{park_2011_contrasting_views_contentious_issues, author = {Park, Souneil and Lee, Kyung Soon and Song, Junehwa}, title = {Contrasting Opposing Views of News Articles on Contentious Issues}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {340--349}, url = {http://www.aclweb.org/anthology/P11-1035.pdf} } @InProceedings{maas_2011_word_vectors_sentiment, author = {Maas, Andrew L. and Daly, Raymond E. and Pham, Peter T. and Huang, Dan and Ng, Andrew Y. and Potts, Christopher}, title = {Learning Word Vectors for Sentiment Analysis}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {142--150}, url = {http://www.aclweb.org/anthology/P11-1015} } @inproceedings{jiang_2011_target-dependent_twitter_sentiment, author = {Jiang, Long and Yu, Mo and Zhou, Ming and Liu, Xiaohua and Zhao, Tiejun}, title = {Target-dependent Twitter sentiment classification}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-87-9}, location = {Portland, Oregon}, pages = {151--160}, numpages = {10}, url = {http://portal.acm.org/citation.cfm?id=2002472.2002492}, acmid = {2002492}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{herzig_2011_bias_detection_annotation, author = {Livnat Herzig and Alex Nunes and Batia Snir}, booktitle = {Linguistic Annotation Workshop}, crossref = {conf/acllaw/2011}, interhash = {98e6e5107e545c5e52a7b700b6456528}, intrahash = {713a814b59691d4e1e465a9076b1d082}, pages = {47-55}, publisher = {The Association for Computer Linguistics}, title = {An Annotation Scheme for Automated Bias Detection in Wikipedia.}, url = {http://dblp.uni-trier.de/db/conf/acllaw/law2011.html#HerzigNS11}, year = 2011, timestamp = {2011-06-21T00:00:00.000+0200}, keywords = {dblp}, ee = {http://www.aclweb.org/anthology/W11-0406}, added-at = {2011-06-21T00:00:00.000+0200}, isbn = {978-1-932432-93-0}, biburl = {http://www.bibsonomy.org/bibtex/2713a814b59691d4e1e465a9076b1d082/dblp} } @inproceedings{chen_2011_collecting_paraphrase_data, author = {Chen, David L. and Dolan, William B.}, title = {Collecting highly parallel data for paraphrase evaluation}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-87-9}, location = {Portland, Oregon}, pages = {190--200}, numpages = {11}, url = {http://portal.acm.org/citation.cfm?id=2002472.2002497}, acmid = {2002497}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{lu_2011_bilingual_sentiment_parallel_corpora, author = {Lu, Bin and Tan, Chenhao and Cardie, Claire and Tsou, Benjamin K.}, title = {Joint bilingual sentiment classification with unlabeled parallel corpora}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-87-9}, location = {Portland, Oregon}, pages = {320--330}, numpages = {11}, url = {http://portal.acm.org/citation.cfm?id=2002472.2002514}, acmid = {2002514}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{sauper_2011_content_models_attitude, author = {Sauper, Christina and Haghighi, Aria and Barzilay, Regina}, title = {Content models with attitude}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-87-9}, location = {Portland, Oregon}, pages = {350--358}, numpages = {9}, url = {http://portal.acm.org/citation.cfm?id=2002472.2002517}, acmid = {2002517}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{wang_2011_opinion_summarization_conversations, author = {Wang, Dong and Liu, Yang}, title = {A pilot study of opinion summarization in conversations}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-87-9}, location = {Portland, Oregon}, pages = {331--339}, numpages = {9}, url = {http://portal.acm.org/citation.cfm?id=2002472.2002515}, acmid = {2002515}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{boyer_2011_affect_dialogue_classification, author = {Boyer, Kristy Elizabeth and Grafsgaard, Joseph F. and Ha, Eun Young and Phillips, Robert and Lester, James C.}, title = {An affect-enriched dialogue act classification model for task-oriented dialogue}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-87-9}, location = {Portland, Oregon}, pages = {1190--1199}, numpages = {10}, url = {http://portal.acm.org/citation.cfm?id=2002472.2002623}, acmid = {2002623}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{yu_2011_identifying_aspects_reviews, author = {Yu, Jianxing and Zha, Zheng-Jun and Wang, Meng and Chua, Tat-Seng}, title = {Aspect ranking: identifying important product aspects from online consumer reviews}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-87-9}, location = {Portland, Oregon}, pages = {1496--1505}, numpages = {10}, url = {http://portal.acm.org/citation.cfm?id=2002472.2002654}, acmid = {2002654}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{burfoot_2011_classification_congressional_debate, author = {Burfoot, Clinton and Bird, Steven and Baldwin, Timothy}, title = {Collective classification of congressional floor-debate transcripts}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-87-9}, location = {Portland, Oregon}, pages = {1506--1515}, numpages = {10}, url = {http://portal.acm.org/citation.cfm?id=2002472.2002655}, acmid = {2002655}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{carvalho_2011_sentiment_corpus_debates, author = {Carvalho, Paula and Sarmento, Lu\'{\i}s and Teixeira, Jorge and Silva, M\'{a}rio J.}, title = {Liars and saviors in a sentiment annotated corpus of comments to political debates}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-88-6}, location = {Portland, Oregon}, pages = {564--568}, numpages = {5}, url = {http://portal.acm.org/citation.cfm?id=2002736.2002847}, acmid = {2002847}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{tackstrom_2011_latent_variable_sentence_sentiment, author = {T\"{a}ckstr\"{o}m, Oscar and McDonald, Ryan}, title = {Semi-supervised latent variable models for sentence-level sentiment analysis}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-88-6}, location = {Portland, Oregon}, pages = {569--574}, numpages = {6}, url = {http://portal.acm.org/citation.cfm?id=2002736.2002848}, acmid = {2002848}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{zhang_2011_noun_imply_opinions, author = {Zhang, Lei and Liu, Bing}, title = {Identifying noun product features that imply opinions}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-88-6}, location = {Portland, Oregon}, pages = {575--580}, numpages = {6}, url = {http://portal.acm.org/citation.cfm?id=2002736.2002849}, acmid = {2002849}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{gonzalez-ibanez_2011_sarcasm_twitter, author = {Gonz\'{a}lez-Ib\'{a}\~{n}ez, Roberto and Muresan, Smaranda and Wacholder, Nina}, title = {Identifying sarcasm in Twitter: a closer look}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-88-6}, location = {Portland, Oregon}, pages = {581--586}, numpages = {6}, url = {http://portal.acm.org/citation.cfm?id=2002736.2002850}, acmid = {2002850}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{abdul-mageed_2011_subjectivity_modern_arabic, author = {Abdul-Mageed, Muhammad and Diab, Mona T. and Korayem, Mohammed}, title = {Subjectivity and sentiment analysis of modern standard Arabic}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-88-6}, location = {Portland, Oregon}, pages = {587--591}, numpages = {5}, url = {http://portal.acm.org/citation.cfm?id=2002736.2002851}, acmid = {2002851}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{das_2011_psychosentiwordnet, author = {Das, Amitava}, title = {PsychoSentiWordNet}, booktitle = {Proceedings of the ACL 2011 Student Session}, series = {HLT-SS '11}, year = {2011}, isbn = {978-1-932432-89-3}, location = {Portland, Oregon}, pages = {52--57}, numpages = {6}, url = {http://portal.acm.org/citation.cfm?id=2000976.2000986}, acmid = {2000986}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @InProceedings{athar_2011_sentiment_citations_structure, author = {Athar, Awais}, title = {Sentiment Analysis of Citations using Sentence Structure-Based Features}, booktitle = {Proceedings of the ACL 2011 Student Session}, month = {June}, year = {2011}, address = {Portland, OR, USA}, publisher = {Association for Computational Linguistics}, pages = {81--87}, url = {http://www.aclweb.org/anthology/P11-3015} } @InProceedings{li_2011_memetube, author = {Li, Cheng-Te and Wang, Chien-Yuan and Tseng, Chien-Lin and Lin, Shou-De}, title = {MemeTube: A Sentiment-based Audiovisual System for Analyzing and Displaying Microblog Messages}, booktitle = {Proceedings of the ACL-HLT 2011 System Demonstrations}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {32--37}, url = {http://www.aclweb.org/anthology/P11-4006} } @InProceedings{das_2011_dr_sentiment, author = {Das, Amitava and Bandyopadhyay, Sivaji}, title = {Dr Sentiment Knows Everything!}, booktitle = {Proceedings of the ACL-HLT 2011 System Demonstrations}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {50--55}, url = {http://www.aclweb.org/anthology/P11-4009} } @InProceedings{johansson_2011_opinion_expressions_pipelines, author = {Johansson, Richard and Moschitti, Alessandro}, title = {Extracting Opinion Expressions and Their Polarities -- Exploration of Pipelines and Joint Models}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {101--106}, url = {http://www.aclweb.org/anthology/P11-2018} } @InProceedings{ovesdotter_2011_natural_language_problems, author = {Ovesdotter Alm, Cecilia}, title = {Subjective Natural Language Problems: Motivations, Applications, Characterizations, and Implications}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {107--112}, url = {http://www.aclweb.org/anthology/P11-2019} } @InProceedings{joshi_2001_c-feel-it_sentiment_microblogs, author = {Joshi, Aditya and AR, Balamurali and Bhattacharyya, Pushpak and Mohanty, Rajat}, title = {C-Feel-It: A Sentiment Analyzer for Micro-blogs}, booktitle = {Proceedings of the ACL-HLT 2011 System Demonstrations}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {127--132}, url = {http://www.aclweb.org/anthology/P11-4022} } @InProceedings{apostolova_2011_lexico-syntactic_speculation, author = {Apostolova, Emilia and Tomuro, Noriko and Demner-Fushman, Dina}, title = {Automatic Extraction of Lexico-Syntactic Patterns for Detection of Negation and Speculation Scopes}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {283--287}, url = {http://www.aclweb.org/anthology/P11-2049} } @InProceedings{feng_2011_arguments_scheme, author = {Feng, Vanessa Wei and Hirst, Graeme}, title = {Classifying arguments by scheme}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {987--996}, url = {http://www.aclweb.org/anthology/P11-1099} } @InProceedings{mukund_2011_sequence_kernels_opinion_urdu, author = {Mukund, Smruthi and Ghosh, Debanjan and Srihari, Rohini}, title = {Using Sequence Kernels to identify Opinion Entities in Urdu}, booktitle = {Proceedings of the Fifteenth Conference on Computational Natural Language Learning}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {58--67}, url = {http://www.aclweb.org/anthology/W11-0308} } @InProceedings{akkaya_2011_improving_sense_disambiguation, author = {Akkaya, Cem and Wiebe, Janyce and Conrad, Alexander and Mihalcea, Rada}, title = {Improving the Impact of Subjectivity Word Sense Disambiguation on Contextual Opinion Analysis}, booktitle = {Proceedings of the Fifteenth Conference on Computational Natural Language Learning}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {87--96}, url = {http://www.aclweb.org/anthology/W11-0311} } @InProceedings{yu_2011_semi-supervised_opinion_across_domains, author = {Yu, Ning and K\"{u}bler, Sandra}, title = {Filling the Gap: Semi-Supervised Learning for Opinion Detection Across Domains}, booktitle = {Proceedings of the Fifteenth Conference on Computational Natural Language Learning}, month = {June}, year = {2011}, keywords = {uses-JDPA-sentiment-corpus}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {200--209}, url = {http://www.aclweb.org/anthology/W11-0323} } @InProceedings{abdul-mageed_2011_sentiment_arabic_newswire, author = {Abdul-Mageed, Muhammad and Diab, Mona}, title = {Subjectivity and Sentiment Annotation of Modern Standard Arabic Newswire}, booktitle = {Proceedings of the 5th Linguistic Annotation Workshop}, month = {June}, year = {2011}, address = {Portland, Oregon, USA}, publisher = {Association for Computational Linguistics}, pages = {110--118}, url = {http://www.aclweb.org/anthology/W11-0413} } @InProceedings{balasubramanyan_2011_comment_polarity_political_blog, author = {Balasubramanyan, Ramnath and Cohen, William W. and Pierce, Doug and Redlawsk, David P.}, title = {What pushes their buttons? Predicting comment polarity from the content of political blog posts}, booktitle = {Proceedings of the Workshop on Language in Social Media (LSM 2011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {12--19}, url = {http://www.aclweb.org/anthology/W11-0703} } @InProceedings{agarwal_2011_sentiment_analysis_twitter, author = {Agarwal, Apoorv and Xie, Boyi and Vovsha, Ilia and Rambow, Owen and Passonneau, Rebecca}, title = {Sentiment Analysis of Twitter Data}, booktitle = {Proceedings of the Workshop on Language in Social Media (LSM 2011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {30--38}, url = {http://www.aclweb.org/anthology/W11-0705} } @InProceedings{tufis_2011_differential_semantics, author = {Tufis, Dan and Stefanescu, Dan}, title = {Experiments with a Differential Semantics Annotation for WordNet 3.0}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {19--27}, url = {http://www.aclweb.org/anthology/W11-1703} } @InProceedings{steinberger_2011_sentiment_dictionaries_triangulation, author = {Steinberger, Josef and Lenkova, Polina and Ebrahim, Mohamed and Ehrman, Maud and Hurriyetoglu, Ali and Kabadjov, Mijail and Steinberger, Ralf and Tanev, Hristo and Zavarella, Vanni and Vazquez, Silvia}, title = {Creating Sentiment Dictionaries via Triangulation}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {28--36}, url = {http://www.aclweb.org/anthology/W11-1704} } @InProceedings{goyal_2011_semantic_orientation_lexicon, author = {Goyal, Amit and Daume, Hal}, title = {Generating Semantic Orientation Lexicon using Large Data and Thesaurus}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {37--43}, url = {http://www.aclweb.org/anthology/W11-1705} } @InProceedings{clarke_2011_favourability_analysis, author = {Clarke, Daoud and Lane, Peter and Hender, Paul}, title = {Developing Robust Models for Favourability Analysis}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {44--52}, url = {http://www.aclweb.org/anthology/W11-1706} } @InProceedings{balahur_2011_sentiment_commonsense, author = {Balahur, Alexandra and Hermida, Jes\'{u}s M. and Montoyo, Andr\'{e}s}, title = {Detecting Implicit Expressions of Sentiment in Text Based on Commonsense Knowledge}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {53--60}, url = {http://www.aclweb.org/anthology/W11-1707} } @InProceedings{torii_2011_japanese_wordnet_affect, author = {Torii, Yoshimitsu and Das, Dipankar and Bandyopadhyay, Sivaji and Okumura, Manabu}, title = {Developing Japanese WordNet Affect for Analyzing Emotions}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {80--86}, url = {http://www.aclweb.org/anthology/W11-1710} } @InProceedings{kumamoto_2011_quantifying_impressions_regression_equation, author = {Kumamoto, Tadahiko and Kawai, Yukiko and Tanaka, Katsumi}, title = {Improving a Method for Quantifying Readers' Impressions of News Articles with a Regression Equation}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {87--95}, url = {http://www.aclweb.org/anthology/W11-1711} } @InProceedings{duric_2011_feature_selection_sentiment, author = {Duric, Adnan and Song, Fei}, title = {Feature Selection for Sentiment Analysis Based on Content and Syntax Models}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {96--103}, url = {http://www.aclweb.org/anthology/W11-1712} } @InProceedings{vaassen_2011_emotion_classification_interpersonal, author = {Vaassen, Frederik and Daelemans, Walter}, title = {Automatic Emotion Classification for Interpersonal Communication}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {104--110}, url = {http://www.aclweb.org/anthology/W11-1713} } @InProceedings{tchalakova_2011_sentiment_reviews_maximal_phrases, author = {Tchalakova, Maria and Gerdemann, Dale and Meurers, Detmar}, title = {Automatic Sentiment Classification of Product Reviews Using Maximal Phrases Based Analysis}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {111--117}, url = {http://www.aclweb.org/anthology/W11-1714} } @InProceedings{reyes_2011_customer_reviews_irony, author = {Reyes, Antonio and Rosso, Paolo}, title = {Mining Subjective Knowledge from Customer Reviews: A Specific Case of Irony Detection}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {118--124}, url = {http://www.aclweb.org/anthology/W11-1715} } @InProceedings{cruz_2011_opinion_lexicons, author = {Cruz, Ferm\'{i}n L. and Troyano, Jos\'{e} A. and Ortega, F. Javier and Enr\'{i}quez, Fernando}, title = {Automatic Expansion of Feature-Level Opinion Lexicons}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {125--131}, url = {http://www.aclweb.org/anthology/W11-1716} } @InProceedings{ar_2011_sense-based_sentiment, author = {AR, Balamurali and Joshi, Aditya and Bhattacharyya, Pushpak}, title = {Robust Sense-based Sentiment Classification}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {132--138}, url = {http://www.aclweb.org/anthology/W11-1717} } @InProceedings{gutierrez_2011_sentiment_features_wordnet, author = {Guti\'{e}rrez, Yoan and V\'{a}zquez, Sonia and Montoyo, Andr\'{e}s}, title = {Sentiment Classification Using Semantic Features Extracted from WordNet-based Resources}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {139--145}, url = {http://www.aclweb.org/anthology/W11-1718} } @InProceedings{russo_2011_emotion_cause_contexts, author = {Russo, Irene and Caselli, Tommaso and Rubino, Francesco and Boldrini, Ester and Mart\'{i}nez-Barco, Patricio}, title = {EMOCause: An Easy-adaptable Approach to Extract Emotion Cause Contexts}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {153--160}, url = {http://www.aclweb.org/anthology/W11-1720} } @InProceedings{wang_2011_unsupervised_subjectivity_em, author = {Wang, Dong and Liu, Yang}, title = {A Cross-corpus Study of Unsupervised Subjectivity Identification based on Calibrated EM}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {161--167}, url = {http://www.aclweb.org/anthology/W11-1721} } @InProceedings{lloret_2011_opinion_question_answering, author = {Lloret, Elena and Balahur, Alexandra and Palomar, Manuel and Montoyo, Andr\'{e}s}, title = {Towards a Unified Approach for Opinion Question Answering and Summarization}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {168--174}, url = {http://www.aclweb.org/anthology/W11-1722} } @InProceedings{haider_2011_news_classification_valence, author = {Haider, Syed Aqueel and Mehrotra, Rishabh}, title = {Corporate News Classification and Valence Prediction: A Supervised Approach}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {175--181}, url = {http://www.aclweb.org/anthology/W11-1723} } @InProceedings{xu_2011_transfer_learning_cross_lingual, author = {Xu, Ruifeng and Xu, Jun and Wang, Xiaolong}, title = {Instance Level Transfer Learning for Cross Lingual Opinion Analysis}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {182--188}, url = {http://www.aclweb.org/anthology/W11-1724} } @InProceedings{ginsca_2011_sentimatrix_multilingual_sentiment, author = {Ginsca, Alexandru-Lucian and Boros, Emanuela and Iftene, Adrian and Trandabat, Diana and Toader, Mihai and Corici, Marius and Perez, Cenel-Augusto and Cristea, Dan}, title = {Sentimatrix -- Multilingual Sentiment Analysis Service}, booktitle = {Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {189--195}, url = {http://www.aclweb.org/anthology/W11-1725} } @InProceedings{yu_2011_product_aspect_generation, author = {Yu, Jianxing and Zha, Zheng-Jun and Wang, Meng and Wang, Kai and Chua, Tat-Seng}, title = {Domain-Assisted Product Aspect Hierarchy Generation: Towards Hierarchical Organization of Unstructured Consumer Reviews}, booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing}, month = {July}, year = {2011}, address = {Edinburgh, Scotland, UK.}, publisher = {Association for Computational Linguistics}, pages = {140--150}, url = {http://www.aclweb.org/anthology/D11-1013} } @InProceedings{socher_2011_semi-supervised_sentiment_autoencoders, author = {Socher, Richard and Pennington, Jeffrey and Huang, Eric H. and Ng, Andrew Y. and Manning, Christopher D.}, title = {Semi-Supervised Recursive Autoencoders for Predicting Sentiment Distributions}, booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing}, month = {July}, year = {2011}, address = {Edinburgh, Scotland, UK.}, publisher = {Association for Computational Linguistics}, pages = {151--161}, url = {http://www.aclweb.org/anthology/D11-1014.pdf} } @InProceedings{zhou2011emnlp2011, author = {Zhou, Lanjun and Li, Binyang and Gao, Wei and Wei, Zhongyu and Wong, Kam-Fai}, title = {Unsupervised Discovery of Discourse Relations for Eliminating Intra-sentence Polarity Ambiguities}, booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing}, month = {July}, year = {2011}, address = {Edinburgh, Scotland, UK.}, publisher = {Association for Computational Linguistics}, pages = {162--171}, url = {http://www.aclweb.org/anthology/D11-1015} } @InProceedings{yessenalina_2011_matrix-space_sentiment, author = {Yessenalina, Ainur and Cardie, Claire}, title = {Compositional Matrix-Space Models for Sentiment Analysis}, booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing}, month = {July}, year = {2011}, address = {Edinburgh, Scotland, UK.}, publisher = {Association for Computational Linguistics}, pages = {172--182}, url = {http://www.aclweb.org/anthology/D11-1016} } @InProceedings{brody_2011_emnlp_word_lengthening_sentiment, author = {Brody, Samuel and Diakopoulos, Nicholas}, title = {Cooooooooooooooollllllllllllll!!!!!!!!!!!!!! Using Word Lengthening to Detect Sentiment in Microblogs}, booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing}, month = {July}, year = {2011}, address = {Edinburgh, Scotland, UK.}, publisher = {Association for Computational Linguistics}, pages = {562--570}, url = {http://www.aclweb.org/anthology/D11-1052} } @InProceedings{roberts_2011_emnlp_unsupervised_argument_coercions_detection, author = {Roberts, Kirk and Harabagiu, Sanda}, title = {Unsupervised Learning of Selectional Restrictions and Detection of Argument Coercions}, booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing}, month = {July}, year = {2011}, address = {Edinburgh, Scotland, UK.}, publisher = {Association for Computational Linguistics}, pages = {980--990}, url = {http://www.aclweb.org/anthology/D11-1091} } @InProceedings{ar_2011_emnlp_wordnet_senses_sentiment_classification, author = {AR, Balamurali and Joshi, Aditya and Bhattacharyya, Pushpak}, title = {Harnessing WordNet Senses for Supervised Sentiment Classification}, booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing}, month = {July}, year = {2011}, address = {Edinburgh, Scotland, UK.}, publisher = {Association for Computational Linguistics}, pages = {1081--1091}, url = {http://www.aclweb.org/anthology/D11-1100} } @InProceedings{wu_2011_emnlp_graph-based_sentiment, author = {Wu, Yuanbin and Zhang, Qi and Huang, Xuanjing and Wu, Lide}, title = {Structural Opinion Mining for Graph-based Sentiment Representation}, booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing}, month = {July}, year = {2011}, address = {Edinburgh, Scotland, UK.}, publisher = {Association for Computational Linguistics}, pages = {1332--1341}, url = {http://www.aclweb.org/anthology/D11-1123} } @InProceedings{feng2011emnlp, author = {Feng, Song and Bose, Ritwik and Choi, Yejin}, title = {Learning General Connotation of Words using Graph-based Algorithms}, booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing}, month = {July}, year = {2011}, address = {Edinburgh, Scotland, UK.}, publisher = {Association for Computational Linguistics}, pages = {1092--1103}, url = {http://www.aclweb.org/anthology/D11-1101} } @article{wiebeRiloff2011, author = {Janyce Wiebe and Ellen Riloff}, title = {Finding Mutual Benefit between Subjectivity Analysis and Information Extraction}, journal ={IEEE Transactions on Affective Computing}, volume = {2}, issn = {1949-3045}, year = {2011}, pages = {175-191}, doi = {http://doi.ieeecomputersociety.org/10.1109/T-AFFC.2011.19}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } @InProceedings{demarneffe-manning-potts:2010:ACL, author = {de Marneffe, Marie-Catherine and Manning, Christopher D. and Potts, Christopher}, title = {``Was It Good? 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Learning the Meaning of Scalar Adjectives}, booktitle = {Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2010}, address = {Uppsala, Sweden}, publisher = {Association for Computational Linguistics}, pages = {167--176}, url = {http://www.aclweb.org/anthology/P10-1018} } @inproceedings{DBLP:conf/ijcai/LiWZL11, author = {Shoushan Li and Zhongqing Wang and Guodong Zhou and Sophia Yat Mei Lee}, title = {Semi-Supervised Learning for Imbalanced Sentiment Classification}, booktitle = {IJCAI}, year = {2011}, pages = {1826-1831}, ee = {http://ijcai.org/papers11/Papers/IJCAI11-306.pdf}, crossref = {DBLP:conf/ijcai/2011}, bibsource = {DBLP, http://dblp.uni-trier.de} } @inproceedings{DBLP:conf/aaai/ZhaiLZXJ11, author = {Zhongwu Zhai and Bing Liu and Lei Zhang and Hua Xu and Peifa Jia}, title = {Identifying Evaluative Sentences in Online Discussions}, booktitle = {AAAI}, year = {2011}, ee = 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= {RANLP 2011 Organising Committee}, pages = {140--145}, url = {http://aclweb.org/anthology/R11-1020} } @InProceedings{boldrini-EtAl:2011:RANLP, author = {Boldrini, Ester and Fern\'{a}ndez, Javi and G\'{o}mez, Jos\'{e} Manuel and Mart\'{i}nez-Barco, Patricio}, title = {Evaluating the Robustness of EmotiBlog for Sentiment Analysis and Opinion Mining}, booktitle = {Proceedings of the International Conference Recent Advances in Natural Language Processing 2011}, month = {September}, year = {2011}, address = {Hissar, Bulgaria}, publisher = {RANLP 2011 Organising Committee}, pages = {521--526}, url = {http://aclweb.org/anthology/R11-1072} } @InProceedings{stoyanov-cardie:2011:RANLP, author = {Stoyanov, Veselin and Cardie, Claire}, title = {Automatically Creating General-Purpose Opinion Summaries from Text}, booktitle = {Proceedings of the International Conference Recent Advances in Natural Language Processing 2011}, month = {September}, year = {2011}, address = {Hissar, Bulgaria}, publisher = {RANLP 2011 Organising Committee}, pages = {202--209}, url = {http://aclweb.org/anthology/R11-1028} } @InProceedings{wiegand-klakow:2011:RANLP, author = {Wiegand, Michael and Klakow, Dietrich}, title = {Prototypical Opinion Holders: What We can Learn from Experts and Analysts}, booktitle = {Proceedings of the International Conference Recent Advances in Natural Language Processing 2011}, month = {September}, year = {2011}, address = {Hissar, Bulgaria}, publisher = {RANLP 2011 Organising Committee}, pages = {282--288}, url = {http://aclweb.org/anthology/R11-1039} } @InProceedings{brun:2011:RANLP, author = {Brun, Caroline}, title = {Detecting Opinions Using Deep Syntactic Analysis}, booktitle = {Proceedings of the International Conference Recent Advances in Natural Language Processing 2011}, month = {September}, year = {2011}, address = {Hissar, Bulgaria}, publisher = {RANLP 2011 Organising Committee}, pages = {392--398}, url = {http://aclweb.org/anthology/R11-1054} } @InProceedings{rushdisaleh-EtAl:2011:RANLP, author = {Rushdi-Saleh, Mohammed and Mart\'{i}n-Valdivia, M. Teresa and Ure\~{n}a-L\'{o}pez, L. Alfonso and Perea-Ortega, Jos\'{e} M.}, title = {Bilingual Experiments with an Arabic-English Corpus for Opinion Mining}, booktitle = {Proceedings of the International Conference Recent Advances in Natural Language Processing 2011}, month = {September}, year = {2011}, address = {Hissar, Bulgaria}, publisher = {RANLP 2011 Organising Committee}, pages = {740--745}, url = {http://aclweb.org/anthology/R11-1108} } @InProceedings{berend-EtAl:2011:RANLPStud, author = {Berend, G\'{a}bor and Nagy, Istv\'{a}n T. and M\'{o}ra, Gy\"{o}rgy and Vincze, Veronika}, title = {Inter-domain Opinion Phrase Extraction Based on Feature Augmentation}, booktitle = {Proceedings of the Second Student Research Workshop associated with RANLP 2011}, month = {September}, year = {2011}, address = {Hissar, Bulgaria}, publisher = {RANLP 2011 Organising Committee}, pages = {41--47}, url = {http://aclweb.org/anthology/R11-2006} } @inproceedings{Weichselbraun:2011:UGP:2063576.2063729, author = {Weichselbraun, Albert and Gindl, Stefan and Scharl, Arno}, title = {Using games with a purpose and bootstrapping to create domain-specific sentiment lexicons}, booktitle = {Proceedings of the 20th ACM international conference on Information and knowledge management}, series = {CIKM '11}, year = {2011}, isbn = {978-1-4503-0717-8}, location = {Glasgow, Scotland, UK}, pages = {1053--1060}, numpages = {8}, url = {http://doi.acm.org/10.1145/2063576.2063729}, doi = {http://doi.acm.org/10.1145/2063576.2063729}, acmid = {2063729}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {bootstrapping, crowd-sourcing, language resources, sentiment detection, sentiment lexicon}, } @InProceedings{abdulmageed-korayem-youssefagha:2011:RANLP, author = {Abdul-Mageed, Muhammad and Korayem, Mohammed and YoussefAgha, A\ hmed}, title = {Yes we can?: Subjectivity Annotation and Tagging for the Health Dom\ ain}, booktitle = {Proceedings of the International Conference Recent Advances in Natu\ ral Language Processing 2011}, 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{http://www.aclweb.org/anthology/D10-1028.pdf} } @InProceedings{Karlgrenetal2010, author = {Jussi Karlgren and Gunnar Eriksson and Magnus Sahlgren and Oscar Tackstrom}, title={Between Bags and Trees- Constructional Patterns in Text Used for Attitude Identification}, booktitle = {Proceedings of ECIR 2012, 32nd European Conference on Information Retrieval}, page = {38-49}, year = {201}} @article{DBLP:journals/coling/QiuLBC11, author = {Guang Qiu and Bing Liu and Jiajun Bu and Chun Chen}, title = {Opinion Word Expansion and Target Extraction through Double Propagation}, journal = {Computational Linguistics}, volume = {37}, number = {1}, year = {2011}, pages = {9-27}, ee = {http://dx.doi.org/10.1162/coli_a_00034}, bibsource = {DBLP, http://dblp.uni-trier.de} } @InProceedings{sharara:ijcai11, author = "Sharara, Hossam and Getoor, Lise and Norton, Myra", title = "Active Surveying: A Probabilistic Approach for Identifying Key Opinion Leaders", booktitle = "The 22nd International Joint Conference on Artificial Intelligence (IJCAI '11)", year = "2011", } @article {springerlink:10.1007/s11280-012-0170-8, author = {Orimaye, Sylvester and Alhashmi, Saadat and Siew, Eu-Gene}, affiliation = {Faculty of Information Technology, Monash University, Sunway Campus, Bandar Sunway, Malaysia}, title = {Can predicate-argument structures be used for contextual opinion retrieval from blogs?}, journal = {World Wide Web}, publisher = {Springer Netherlands}, issn = {1386-145X}, keyword = {Computer Science}, pages = {1-29}, url = {http://dx.doi.org/10.1007/s11280-012-0170-8} } @InProceedings{hashimoto-EtAl:2012:EMNLP-CoNLL, author = {Hashimoto, Chikara and Torisawa, Kentaro and De Saeger, Stijn and Oh, Jong-Hoon and Kazama, Jun'ichi}, title = {Excitatory or Inhibitory: A New Semantic Orientation Extracts Contradiction and Causality from the Web}, booktitle = {Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {619--630}, url = {http://www.aclweb.org/anthology/D12-1057.pdf}, keywords = {connotation} } @InProceedings{oh-EtAl:2012:EMNLP-CoNLL, author = {Oh, Jong-Hoon and Torisawa, Kentaro and Hashimoto, Chikara and Kawada, Takuya and De Saeger, Stijn and Kazama, Jun'ichi and Wang, Yiou}, title = {Why Question Answering using Sentiment Analysis and Word Classes}, booktitle = {Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Pr ocessing and Computational Natural Language Learning}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {368--378}, url = {http://www.aclweb.org/anthology/D12-1034.pdf} } @incollection {springerlink:10.1007/978-3-642-31561-9_2, author = {Mazzocco, Thomas and Cambria, Erik and Hussain, Amir and Wang, Qiu-Feng}, title = {Sentic Neural Networks: A Novel Cognitive Model for Affective Common Sense Reasoning}, booktitle = {Advances in Brain Inspired Cognitive Systems}, series = {Lecture Notes in Computer Science}, editor = {Zhang, Huaguang and Hussain, Amir and Liu, Derong and Wang, Zhanshan}, publisher = {Springer Berlin / Heidelberg}, pages = {12-21}, volume = {7366}, url = {http://dx.doi.org/10.1007/978-3-642-31561-9_2}, year = {2012} } @InProceedings{abujbara-EtAl:2012:ACL2012, author = {Abu-Jbara, Amjad and Dasigi, Pradeep and Diab, Mona and Radev, Dragomir}, title = {Subgroup Detection in Ideological Discussions}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {399--409}, url = {http://www.aclweb.org/anthology/P12-1042}, abstract = {The rapid and continuous growth of social networking sites has led to the emergence of many communities of communicating groups. Many of these groups discuss ideological and political topics. It is not uncommon that the participants in such discussions split into two or more subgroups. The members of each subgroup share the same opinion toward the discussion topic and are more likely to agree with members of the same subgroup and disagree with members from opposing subgroups. In this paper, we propose an unsupervised approach for automatically detecting discussant subgroups in online communities. We analyze the text exchanged between the participants of a discussion to identify the attitude they carry toward each other and towards the various aspects of the discussion topic. We use attitude predictions to construct an attitude vector for each discussant. We use clustering techniques to cluster these vectors and, hence, determine the subgroup membership of each participant. We compare our methods to text clustering and other baselines, and show that our method achieves promising results.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-1042.pdf}, } @InProceedings{feng-hirst:2012:ACL2012, author = {Feng, Vanessa Wei and Hirst, Graeme}, title = {Text-level Discourse Parsing with Rich Linguistic Features}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {60--68}, url = {http://www.aclweb.org/anthology/P12-1007}, abstract = {In this paper, we develop an RST-style textlevel discourse parser, based on the HILDA discourse parser (Hernault et al., 2010b). We significantly improve its tree-building step by incorporating our own rich linguistic features. We also analyze the difficulty of extending traditional sentence-level discourse parsing to text-level parsing by comparing discourseparsing performance under different discourse conditions.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-1007.pdf}, } @InProceedings{mukherjee-liu:2012:ACL20121, author = {Mukherjee, Arjun and Liu, Bing}, title = {Modeling Review Comments}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {320--329}, url = {http://www.aclweb.org/anthology/P12-1034}, abstract = {Writing comments about news articles, blogs, or reviews have become a popular activity in social media. In this paper, we analyze reader comments about reviews. Analyzing review comments is important because reviews only tell the experiences and evaluations of reviewers about the reviewed products or services. Comments, on the other hand, are readers? evaluations of reviews, their questions and concerns. Clearly, the information in comments is valuable for both future readers and brands. This paper proposes two latent variable models to simultaneously model and extract these key pieces of information. The results also enable classification of comments accurately. Experiments using Amazon review comments demonstrate the effectiveness of the proposed models.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-1034.pdf}, } @InProceedings{mukherjee-liu:2012:ACL20122, author = {Mukherjee, Arjun and Liu, Bing}, title = {Aspect Extraction through Semi-Supervised Modeling}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {339--348}, url = {http://www.aclweb.org/anthology/P12-1036}, abstract = {Aspect extraction is a central problem in sentiment analysis. Current methods either extract aspects without categorizing them, or extract and categorize them using unsupervised topic modeling. By categorizing, we mean the synonymous aspects should be clustered into the same category. In this paper, we solve the problem in a different setting where the user provides some seed words for a few aspect categories and the model extracts and clusters aspect terms into categories simultaneously. This setting is important because categorizing aspects is a subjective task. For different application purposes, different categorizations may be needed. Some form of user guidance is desired. In this paper, we propose two statistical models to solve this seeded problem, which aim to discover exactly what the user wants. Our experimental results show that the two proposed models are indeed able to perform the task effectively.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-1036.pdf}, } @InProceedings{raghavan-mooney-ku:2012:ACL2012, author = {Raghavan, Sindhu and Mooney, Raymond and Ku, Hyeonseo}, title = {Learning to "Read Between the Lines" using Bayesian Logic Programs}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {349--358}, url = {http://www.aclweb.org/anthology/P12-1037}, abstract = {Most information extraction (IE) systems identify facts that are explicitly stated in text. However, in natural language, some facts are implicit, and identifying them requires "reading between the lines". Human readers naturally use common sense knowledge to infer such implicit information from the explicitly stated facts. We propose an approach that uses Bayesian Logic Programs (BLPs), a statistical relational model combining firstorder logic and Bayesian networks, to infer additional implicit information from extracted facts. It involves learning uncertain commonsense knowledge (in the form of probabilistic first-order rules) from natural language text by mining a large corpus of automatically extracted facts. These rules are then used to derive additional facts from extracted information using BLP inference. Experimental evaluation on a benchmark data set for machine reading demonstrates the efficacy of our approach.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-1037.pdf}, } @InProceedings{wang-manning:2012:ACL2012short, author = {Wang, Sida and Manning, Christopher}, title = {Baselines and Bigrams: Simple, Good Sentiment and Topic Classification}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {90--94}, url = {http://www.aclweb.org/anthology/P12-2018}, abstract = {Variants of Naive Bayes (NB) and Support Vector Machines (SVM) are often used as baseline methods for text classification, but their performance varies greatly depending on the model variant, features used and task/ dataset. We show that: (i) the inclusion of word bigram features gives consistent gains on sentiment analysis tasks; (ii) for short snippet sentiment tasks, NB actually does better than SVMs (while for longer documents the opposite result holds); (iii) a simple but novel SVM variant using NB log-count ratios as feature values consistently performs well across tasks and datasets. Based on these observations, we identify simple NB and SVM variants which outperform most published results on sentiment analysis datasets, sometimes providing a new state-of-the-art performance level.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-2018.pdf}, } @InProceedings{liu-weng-jiang:2012:ACL2012, author = {Liu, Fei and Weng, Fuliang and Jiang, Xiao}, title = {A Broad-Coverage Normalization System for Social Media Language}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {1035--1044}, url = {http://www.aclweb.org/anthology/P12-1109} } @InProceedings{ghazi-inkpen-szpakowicz:2012:WASSA2012, author = {Ghazi, Diman and Inkpen, Diana and Szpakowicz, Stan}, title = {Prior versus Contextual Emotion of a Word in a Sentence}, booktitle = {Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis}, month = {July}, year = {2012}, address = {Jeju, Korea}, publisher = {Association for Computational Linguistics}, pages = {70--78}, url = {http://www.aclweb.org/anthology/W12-3711}, abstract = {A set of words labelled with their prior emo- tion is an obvious place to start on the auto- matic discovery of the emotion of a sentence, but it is clear that context must also be con- sidered. No simple function of the labels on the individual words may capture the overall emotion of the sentence; words are interre- lated and they mutually influence their affect- related interpretation. We present a method which enables us to take the contextual emo- tion of a word and the syntactic structure of the sentence into account to classify sentences by emotion classes. We show that this promising method outperforms both a method based on a Bag-of-Words representation and a system based only on the prior emotions of words. The goal of this work is to distinguish auto- matically between prior and contextual emo- tion, with a focus on exploring features impor- tant for this task. }, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-3711.pdf}, } @InProceedings{yin-EtAl:2012:WASSA2012, author = {Yin, Jie and Narang, Nalin and Thomas, Paul and Paris, Cecile}, title = {Unifying Local and Global Agreement and Disagreement Classification in Online Debates}, booktitle = {Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis}, month = {July}, year = {2012}, address = {Jeju, Korea}, publisher = {Association for Computational Linguistics}, pages = {61--69}, url = {http://www.aclweb.org/anthology/W12-3710}, abstract = {Online debate forums provide a powerful communication platform for individual users to share information, exchange ideas and ex- press opinions on a variety of topics. Under- standing people’s opinions in such forums is an important task as its results can be used in many ways. It is, however, a challeng- ing task because of the informal language use and the dynamic nature of online conversa- tions. In this paper, we propose a new method for identifying participants’ agreement or dis- agreement on an issue by exploiting infor- mation contained in each of the posts. Our proposed method first regards each post in its local context, then aggregates posts to es- timate a participant’s overall position. We have explored the use of sentiment, emotional and durational features to improve the accu- racy of automatic agreement and disagree- ment classification. Our experimental results have shown that aggregating local positions over posts yields better performance than non- aggregation baselines when identifying users’ global positions on an issue. }, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-3710.pdf}, } @InProceedings{mandel-EtAl:2012:LSM, author = {Mandel, Benjamin and Culotta, Aron and Boulahanis, John and Stark, Danielle and Lewis, Bonnie and Rodrigue, Jeremy}, title = {A Demographic Analysis of Online Sentiment during Hurricane Irene}, booktitle = {Proceedings of the Second Workshop on Language in Social Media}, month = {June}, year = {2012}, address = {Montr{\'e}al, Canada}, publisher = {Association for Computational Linguistics}, pages = {27--36}, url = {http://www.aclweb.org/anthology/W12-2104} } @InProceedings{thaullehrman-ovesdotteralm-proano:2012:LSM, author = {Thaul Lehrman, Michael and Ovesdotter Alm, Cecilia and Proano, Ruben A.}, title = {Detecting Distressed and Non-distressed Affect States in Short Forum Texts}, booktitle = {Proceedings of the Second Workshop on Language in Social Media}, month = {June}, year = {2012}, address = {Montr{\'e}al, Canada}, publisher = {Association for Computational Linguistics}, pages = {9--18}, url = {http://www.aclweb.org/anthology/W12-2102}, abstract = {Improving mental wellness with preventive measures can help people at risk of experiencing mental health conditions such as depression or post-traumatic stress disorder. We describe an encouraging study on how automatic analysis of short written texts based on relevant linguistic text features can be used to identify whether the authors of such texts are experiencing distress. Such a computational model can be useful in developing an early warning system able to analyze writing samples for signs of mental distress. This could serve as a red flag, signaling when someone might need a professional assessment by a clinician. This paper reports on classification of distressed and non-distressed short, written excerpts from relevant web forums, using features automatically extracted from input text. Varying the value of k in k-fold cross- validation shows that both coarse-grained and fine-grained automatic classification of affect states are generally 20% more accurate in detecting affect state than randomly assigning a distress label to a text. The study also compares the importance of bundled linguistic super- factors with a 2k factorial model. Analyzing the importance of different linguistic features for this task indicates main effects of affect word list matches, pronouns, and parts of speech in the predictive model. Excerpt length contributed to interaction effects. }, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-2102.pdf}, } @InProceedings{bonev-ramirezsanchez-ortizrojas:2012:WASSA2012, author = {Bonev, Boyan and Ram\'{i}rez S\'{a}nchez, Gema and Ortiz Rojas, Sergio}, title = {Opinum: statistical sentiment analysis for opinion classification}, booktitle = {Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis}, month = {July}, year = {2012}, address = {Jeju, Korea}, publisher = {Association for Computational Linguistics}, pages = {29--37}, url = {http://www.aclweb.org/anthology/W12-3706}, abstract = {The classification of opinion texts in positive and negative can be tackled by evaluating sep- arate key words but this is a very limited ap- proach. We propose an approach based on the order of the words without using any syntac- tic and semantic information. It consists of building one probabilistic model for the posi- tive and another one for the negative opinions. Then the test opinions are compared to both models and a decision and confidence mea- sure are calculated. In order to reduce the complexity of the training corpus we first lem- matize the texts and we replace most named- entities with wildcards. We present an accu- racy above 81% for Spanish opinions in the financial products domain. }, researcharea = {subjectivity}, filelink = {ttp://www.aclweb.org/anthology/W12-3706.pdf}, } @InProceedings{bakliwal-EtAl:2012:WASSA2012, author = {Bakliwal, Akshat and Arora, Piyush and Madhappan, Senthil and Kapre, Nikhil and Singh, Mukesh and Varma, Vasudeva}, title = {Mining Sentiments from Tweets}, booktitle = {Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis}, month = {July}, year = {2012}, address = {Jeju, Korea}, publisher = {Association for Computational Linguistics}, pages = {11--18}, url = {http://www.aclweb.org/anthology/W12-3704} } @InProceedings{montejoraez-EtAl:2012:WASSA2012, author = {Montejo-R\'{a}ez, Arturo and Mart\'{i}nez-C\'{a}mara, Eugenio and Mart\'{i}n-Valdivia, M. Teresa and Ure\~{n}a-L\'{o}pez, L. Alfonso}, title = {Random Walk Weighting over SentiWordNet for Sentiment Polarity Detection on Twitter}, booktitle = {Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis}, month = {July}, year = {2012}, address = {Jeju, Korea}, publisher = {Association for Computational Linguistics}, pages = {3--10}, url = {http://www.aclweb.org/anthology/W12-3703}, abstract = {The classification of opinion texts in positive and negative can be tackled by evaluating sep- arate key words but this is a very limited ap- proach. We propose an approach based on the order of the words without using any syntac- tic and semantic information. It consists of building one probabilistic model for the posi- tive and another one for the negative opinions. Then the test opinions are compared to both models and a decision and confidence mea- sure are calculated. In order to reduce the complexity of the training corpus we first lem- matize the texts and we replace most named- entities with wildcards. We present an accu- racy above 81% for Spanish opinions in the financial products domain. }, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-3703.pdf}, } @InProceedings{ptaszynski-EtAl:2012:WASSA2012, author = {Ptaszynski, Michal and Rzepka, Rafal and Araki, Kenji and Momouchi, Yoshio}, title = {Automatically Annotating A Five-Billion-Word Corpus of Japanese Blogs for Affect and Sentiment Analysis}, booktitle = {Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis}, month = {July}, year = {2012}, address = {Jeju, Korea}, publisher = {Association for Computational Linguistics}, pages = {89--98}, url = {http://www.aclweb.org/anthology/W12-3714}, abstract = {This paper presents our research on automatic annotation of a five-billion-word corpus of Japanese blogs with information on affect and sentiment. We first perform a study in emotion blog corpora to discover that there has been no large scale emotion corpus available for the Japanese language. We choose the largest blog corpus for the language and annotate it with the use of two systems for affect anal- ysis: ML-Ask for word- and sentence-level affect analysis and CAO for detailed anal- ysis of emoticons. The annotated informa- tion includes affective features like sentence subjectivity (emotive/non-emotive) or emo- tion classes (joy, sadness, etc.), useful in affect analysis. The annotations are also general- ized on a 2-dimensional model of affect to ob- tain information on sentence valence/polarity (positive/negative) useful in sentiment analy- sis. The annotations are evaluated in several ways. Firstly, on a test set of a thousand sen- tences extracted randomly and evaluated by over forty respondents. Secondly, the statistics of annotations are compared to other existing emotion blog corpora. Finally, the corpus is applied in several tasks, such as generation of emotion object ontology or retrieval of emo- tional and moral consequences of actions. }, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-3714.pdf}, } @InProceedings{berend-vincze:2012:WASSA2012, author = {Berend, G\'{a}bor and Vincze, Veronika}, title = {How to Evaluate Opinionated Keyphrase Extraction?}, booktitle = {Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis}, month = {July}, year = {2012}, address = {Jeju, Korea}, publisher = {Association for Computational Linguistics}, pages = {99--103}, url = {http://www.aclweb.org/anthology/W12-3715}, abstract = {Evaluation often denotes a key issue in semantics- or subjectivity-related tasks. Here we discuss the difficulties of evaluating opin- ionated keyphrase extraction. We present our method to reduce the subjectivity of the task and to alleviate the evaluation process and we also compare the results of human and machine-based evaluation. }, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-3715.pdf}, } @InProceedings{ruppenhofer-rehbein:2012:WASSA2012, author = {Ruppenhofer, Josef and Rehbein, Ines}, title = {Semantic frames as an anchor representation for sentiment analysis}, booktitle = {Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis}, month = {July}, year = {2012}, address = {Jeju, Korea}, publisher = {Association for Computational Linguistics}, pages = {104--109}, url = {http://www.aclweb.org/anthology/W12-3716}, abstract = {Current work on sentiment analysis is char- acterized by approaches with a pragmatic fo- cus, which use shallow techniques in the inter- est of robustness but often rely on ad-hoc cre- ation of data sets and methods. We argue that progress towards deep analysis depends on a) enriching shallow representations with lin- guistically motivated, rich information, and b) focussing different branches of research and combining ressources to create synergies with related work in NLP. In the paper, we propose SentiFrameNet, an extension to FrameNet, as a novel representation for sentiment analysis that is tailored to these aims. }, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-3716.pdf}, } @InProceedings{bogdanova-rosso-solorio:2012:DD2012, author = {Bogdanova, Dasha and Rosso, Paolo and Solorio, Thamar}, title = {Modelling Fixated Discourse in Chats with Cyberpedophiles}, booktitle = {Proceedings of the Workshop on Computational Approaches to Deception Detection}, month = {April}, year = {2012}, address = {Avignon, France}, publisher = {Association for Computational Linguistics}, pages = {86--90}, url = {http://www.aclweb.org/anthology/W12-0413}, abstract = {The ability to detect deceptive statements in predatory communications can help in the identification of sexual predators, a type of deception that is recently attracting the attention of the research community. Due to the intention of a pedophile of hiding his/her true identity (name, age, gender and location) its detection is a challenge. According to previous research, fixated discourse is one of the main characteristics inherent to the language of online sexual predation. In this paper we approach this problem by computing sexrelated lexical chains spanning over the conversation. Our study shows a considerable variation in the length of sex-related lexical chains according to the nature of the corpus, which supports our belief that this could be a valuable feature in an automated pedophile detection system.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-0413.pdf}, } @InProceedings{reschke-anand:2012:WASSA2012, author = {Reschke, Kevin and Anand, Pranav}, title = {POLITICAL-ADS: An annotated corpus for modeling event-level evaluativity}, booktitle = {Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis}, month = {July}, year = {2012}, address = {Jeju, Korea}, publisher = {Association for Computational Linguistics}, pages = {84--88}, url = {http://www.aclweb.org/anthology/W12-3713}, abstract = {This paper presents a corpus targeting evaluative meaning as it pertains to descriptions of events. The corpus, POLITICAL-ADS is drawn from 141 television ads from the 2008 U.S. presidential race and contains 3945 NPs and 1549 VPs annotated for scalar sentiment from three different perspectives: the narrator, the annotator, and general society. We show that annotators can distinguish these perspectives reliably and that correlation between the annotator’s own perspective and that of a generic individual is higher than those with the narrator. Finally, as a sample application, we demonstrate that a simple compositional model built off of lexical resources outperforms a lexical baseline.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-3713.pdf}, } @InProceedings{benamara-EtAl:2012:ExProM, author = {Benamara, Farah and Chardon, Baptiste and Mathieu, Yannick and Popescu, Vladimir and Asher, Nicholas}, title = {How do Negation and Modality Impact on Opinions?}, booktitle = {Proceedings of the Workshop on Extra-Propositional Aspects of Meaning in Computational Linguistics}, month = {July}, year = {2012}, address = {Jeju, Republic of Korea}, publisher = {Association for Computational Linguistics}, pages = {10--18}, url = {http://www.aclweb.org/anthology/W12-3802}, abstract = {In this paper, we propose to study the effects of negation and modality on opinion expressions. Based on linguistic experiments informed by native speakers, we distill these effects according to the type of modality and negation. We show that each type has a specific effect on the opinion expression in its scope: both on the polarity and the strength for negation, and on the strength and/or the degree of certainty for modality. The empirical results reported in this paper provide a basis for future opinion analysis systems that have to compute the sentiment orientation at the sentence or at the clause level. The methodology we used for deriving this basis was applied for French but it can be easily instantiated for other languages like English.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-3802.pdf}, } @InProceedings{choi-EtAl:2012:ExProM, author = {Choi, Eunsol and Tan, Chenhao and Lee, Lillian and Danescu-Niculescu-Mizil, Cristian and Spindel, Jennifer}, title = {Hedge Detection as a Lens on Framing in the GMO Debates: A Position Paper}, booktitle = {Proceedings of the Workshop on Extra-Propositional Aspects of Meaning in Computational Linguistics}, month = {July}, year = {2012}, address = {Jeju, Republic of Korea}, publisher = {Association for Computational Linguistics}, pages = {70--79}, url = {http://www.aclweb.org/anthology/W12-3809}, abstract = {Understanding the ways in which participants in public discussions frame their arguments is important in understanding how public opinion is formed. In this paper, we adopt the position that it is time for more computationallyoriented research on problems involving framing. In the interests of furthering that goal, we propose the following specific, interesting and, we believe, relatively accessible question: In the controversy regarding the use of genetically-modified organisms (GMOs) in agriculture, do pro- and anti-GMO articles differ in whether they choose to adopt a more "scientific" tone? Prior work on the rhetoric and sociology of science suggests that hedging may distinguish popular-science text from text written by professional scientists for their colleagues. We propose a detailed approach to studying whether hedge detection can be used to understanding scientific framing in the GMO debates, and provide corpora to facilitate this study. Some of our preliminary analyses suggest that hedges occur less frequently in scientific discourse than in popular text, a finding that contradicts prior assertions in the literature. We hope that our initial work and data will encourage others to pursue this promising line of inquiry.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-3809.pdf}, } @InProceedings{musat-ghasemi-faltings:2012:people-web-2012, author = {Musat, Claudiu Cristian and Ghasemi, Alireza and Faltings, Boi}, title = {Sentiment Analysis Using a Novel Human Computation Game}, booktitle = {Proceedings of the 3rd Workshop on the People's Web Meets NLP: Collaboratively Constructed Semantic Resources and their Applications to NLP}, month = {July}, year = {2012}, address = {Jeju, Republic of Korea}, publisher = {Association for Computational Linguistics}, pages = {1--9}, url = {http://www.aclweb.org/anthology/W12-4001}, abstract = {In this paper, we propose a novel human computation game for sentiment analysis. Our game aims at annotating sentiments of a collection of text documents and simultaneously constructing a highly discriminative lexicon of positive and negative phrases. Human computation games have been widely used in recent years to acquire human knowledge and use it to solve problems which are infeasible to solve by machine intelligence. We package the problems of lexicon construction and sentiment detection as a single human computation game. We compare the results obtained by the game with that of other well-known sentiment detection approaches. Obtained results are promising and show improvements over traditional approaches.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-4001.pdf}, } @InProceedings{rodriguezpenagos-grivolla-codinafilba:2012:SASM2012, author = {Rodriguez-Penagos, Carlos and Grivolla, Jens and Codina-Filba, Joan}, title = {A Hybrid Framework for Scalable Opinion Mining in Social Media: Detecting Polarities and Attitude Targets}, booktitle = {Proceedings of the Workshop on Semantic Analysis in Social Media}, month = {April}, year = {2012}, address = {Avignon, France}, publisher = {Association for Computational Linguistics}, pages = {46--52}, url = {http://www.aclweb.org/anthology/W12-0606}, abstract = {Text mining of massive Social Media postings presents interesting challenges for NLP applications due to sparse interpretation contexts, grammatical and orthographical variability as well as its very fragmentary nature. No single methodological approach can be expected to work across such diverse typologies as twitter micro-blogging, customer reviews, carefully edited blogs, etc. In this paper we present a modular and scalable framework to Social Media Opinion Mining that combines stochasticand symbolic techniques to structure a semantic space to exploit and interpret efficiently. We describe the use of this framework for the discovery and clustering of opinion targets and topics in user-generated comments for the Telecom and Automotive domains. }, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/W12-0606.pdf}, } @InProceedings{glaser-schutze:2012:EACL2012, author = {Glaser, Andrea and Sch\"{u}tze, Hinrich}, title = {Automatic generation of short informative sentiment summaries}, booktitle = {Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics}, month = {April}, year = {2012}, address = {Avignon, France}, publisher = {Association for Computational Linguistics}, pages = {276--285}, url = {http://www.aclweb.org/anthology/E12-1028} } @InProceedings{wiegand-klakow:2012:EACL2012, author = {Wiegand, Michael and Klakow, Dietrich}, title = {Generalization Methods for In-Domain and Cross-Domain Opinion Holder Extraction}, booktitle = {Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics}, month = {April}, year = {2012}, address = {Avignon, France}, publisher = {Association for Computational Linguistics}, pages = {325--335}, url = {http://www.aclweb.org/anthology/E12-1033}, abstract = {In this paper, we compare three different generalization methods for in-domain and cross-domain opinion holder extraction being simple unsupervised word clustering, an induction method inspired by distant supervision and the usage of lexical resources. The generalization methods are incorporated into diverse classifiers. We show that generalization causes significant improvements and that the impact of improvement depends on the type of classifier and on how much training and test data differ from each other. We also address the less common case of opinion holders being realized in patient position and suggest approaches including a novel (linguistically-informed) extraction method how to detect those opinion holders without labeled training data as standard datasets contain too few instances of this type.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/E12-1033.pdf}, } @InProceedings{purver-battersby:2012:EACL2012, author = {Purver, Matthew and Battersby, Stuart}, title = {Experimenting with Distant Supervision for Emotion Classification}, booktitle = {Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics}, month = {April}, year = {2012}, address = {Avignon, France}, publisher = {Association for Computational Linguistics}, pages = {482--491}, url = {http://www.aclweb.org/anthology/E12-1049}, abstract = {We describe a set of experiments using automatically labelled data to train supervised classifiers for multi-class emotion detection in Twitter messages with no manual intervention. By cross-validating between models trained on different labellings for the same six basic emotion classes, and testing on manually labelled data, we conclude that the method is suitable for some emotions (happiness, sadness and anger) but less able to distinguish others; and that different labelling conventions are more suitable for some emotions than others.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/E12-1049.pdf}, } @InProceedings{marchettibowick-chambers:2012:EACL2012, author = {Marchetti-Bowick, Micol and Chambers, Nathanael}, title = {Learning for Microblogs with Distant Supervision: Political Forecasting with Twitter}, booktitle = {Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics}, month = {April}, year = {2012}, address = {Avignon, France}, publisher = {Association for Computational Linguistics}, pages = {603--612}, url = {http://www.aclweb.org/anthology/E12-1062}, abstract = {Microblogging websites such as Twitter offer a wealth of insight into a population’s current mood. Automated approaches to identify general sentiment toward a particular topic often perform two steps: Topic Identification and Sentiment Analysis. Topic Identification first identifies tweets that are relevant to a desired topic (e.g., a politician or event), and Sentiment Analysis extracts each tweet’s attitude toward the topic. Many techniques for Topic Identification simply involve selecting tweets using a keyword search. Here, we present an approach that instead uses distant supervision to train a classifier on the tweets returned by the search. We show that distant supervision leads to improved performance in the Topic Identification task as well in the downstream Sentiment Analysis stage. We then use a system that incorporates distant supervision into both stages to analyze the sentiment toward President Obama expressed in a dataset of tweets. Our results better correlate with Gallup’s Presidential Job Approval polls than previous work. Finally, we discover a surprising baseline that outperforms previous work without a Topic Identification stage.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/E12-1062.pdf}, } @InProceedings{li-EtAl:2012:ACL2012, author = {Li, Fangtao and Pan, Sinno Jialin and Jin, Ou and Yang, Qiang and Zhu, Xiaoyan}, title = {Cross-Domain Co-Extraction of Sentiment and Topic Lexicons}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {410--419}, url = {http://www.aclweb.org/anthology/P12-1043}, abstract = {Extracting sentiment and topic lexicons is important for opinion mining. Previous works have showed that supervised learning methods are superior for this task. However, the performance of supervised methods highly relies on manually labeled training data. In this paper, we propose a domain adaptation framework for sentiment- and topic- lexicon co-extraction in a domain of interest where we do not require any labeled data, but have lots of labeled data in another related domain. The framework is twofold. In the first step, we generate a few high-confidence sentiment and topic seeds in the target domain. In the second step, we propose a novel Relational Adaptive bootstraPping (RAP) algorithm to expand the seeds in the target domain by exploiting the labeled source domain data and the relationships between topic and sentiment words. Experimental results show that our domain adaptation framework can extract precise lexicons in the target domain without any annotation.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-1043.pdf}, } @InProceedings{meng-EtAl:2012:ACL2012, author = {Meng, Xinfan and Wei, Furu and Liu, Xiaohua and Zhou, Ming and Xu, Ge and Wang, Houfeng}, title = {Cross-Lingual Mixture Model for Sentiment Classification}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {572--581}, url = {http://www.aclweb.org/anthology/P12-1060}, abstract = {The amount of labeled sentiment data in English is much larger than that in other languages. Such a disproportion arouse interest in cross-lingual sentiment classification, which aims to conduct sentiment classification in the target language (e.g. Chinese) using labeled data in the source language (e.g. English). Most existing work relies on machine translation engines to directly adapt labeled data from the source language to the target language. This approach suffers from the limited coverage of vocabulary in the machine translation results. In this paper, we propose a generative cross-lingual mixture model (CLMM) to leverage unlabeled bilingual parallel data. By fitting parameters to maximize the likelihood of the bilingual parallel data, the proposed model learns previously unseen sentiment words from the large bilingual parallel data and improves vocabulary coverage significantly. Experiments on multiple data sets show that CLMM is consistently effective in two settings: (1) labeled data in the target language are unavailable; and (2) labeled data in the target language are also available.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-1060.pdf}, } @InProceedings{dasigi-guo-diab:2012:ACL2012short, author = {Dasigi, Pradeep and Guo, Weiwei and Diab, Mona}, title = {Genre Independent Subgroup Detection in Online Discussion Threads: A Study of Implicit Attitude using Textual Latent Semantics}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {65--69}, url = {http://www.aclweb.org/anthology/P12-2013}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-2013.pdf} } @InProceedings{veale:2012:ACL2012short, author = {Veale, Tony}, title = {A Context-sensitive, Multi-faceted Model of Lexico-Conceptual Affect}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {75--79}, url = {http://www.aclweb.org/anthology/P12-2015}, abstract = {Since we can 'spin' words and concepts to suit our affective needs, context is a major determinant of the perceived affect of a word or concept. We view this re-profiling as a selective emphasis or de-emphasis of the qualities that underpin our shared stereotype of a concept or a word meaning, and construct our model of the affective lexicon accordingly. We show how a large body of affective stereotypes can be acquired from the web, and also show how these are used to create and interpret affective metaphors.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-2015.pdf}, } @InProceedings{fang-huang:2012:ACL2012short, author = {Fang, Lei and Huang, Minlie}, title = {Fine Granular Aspect Analysis using Latent Structural Models}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {333--337}, url = {http://www.aclweb.org/anthology/P12-2065} } @InProceedings{tu-EtAl:2012:ACL2012short, author = {Tu, Zhaopeng and He, Yifan and Foster, Jennifer and van Genabith, Josef and Liu, Qun and Lin, Shouxun}, title = {Identifying High-Impact Sub-Structures for Convolution Kernels in Document-level Sentiment Classification}, booktitle = {Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {338--343}, url = {http://www.aclweb.org/anthology/P12-2066}, abstract = {Convolution kernels support the modeling of complex syntactic information in machinelearning tasks. However, such models are highly sensitive to the type and size of syntactic structure used. It is therefore an important challenge to automatically identify high impact sub-structures relevant to a given task. In this paper we present a systematic study investigating (combinations of) sequence and convolution kernels using different types of substructures in document-level sentiment classification. We show that minimal sub-structures extracted from constituency and dependency trees guided by a polarity lexicon show 1.45 point absolute improvement in accuracy over a bag-of-words classifier on a widely used sentiment corpus.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-2066.pdf}, } @InProceedings{wang-EtAl:2012:Demo, author = {Wang, Hao and Can, Dogan and Kazemzadeh, Abe and Bar, Fran\c{c}ois and Narayanan, Shrikanth}, title = {A System for Real-time Twitter Sentiment Analysis of 2012 U.S. Presidential Election Cycle}, booktitle = {Proceedings of the ACL 2012 System Demonstrations}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {115--120}, url = {http://www.aclweb.org/anthology/P12-3020}, abstract = {This paper describes a system for real-time analysis of public sentiment toward presidential candidates in the 2012 U.S. election as expressed on Twitter, a microblogging service. Twitter has become a central site where people express their opinions and views on political parties and candidates. Emerging events or news are often followed almost instantly by a burst in Twitter volume, providing a unique opportunity to gauge the relation between expressed public sentiment and electoral events. In addition, sentiment analysis can help explore how these events affect public opinion. While traditional content analysis takes days or weeks to complete, the system demonstrated here analyzes sentiment in the entire Twitter traffic about the election, delivering results instantly and continuously. It offers the public, the media, politicians and scholars a new and timely perspective on the dynamics of the electoral process and public opinion.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/P12-3020.pdf}, } @InProceedings{mohammad:2012:NAACL-HLT, author = {Mohammad, Saif}, title = {Portable Features for Classifying Emotional Text}, booktitle = {Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2012}, address = {Montr\'{e}al, Canada}, publisher = {Association for Computational Linguistics}, pages = {587--591}, url = {http://www.aclweb.org/anthology/N12-1071}, abstract = {Are word-level affect lexicons useful in detecting emotions at sentence level? Some prior research finds no gain over and above what is obtained with ngram features—arguably the most widely used features in text classification. Here, we experiment with two very different emotion lexicons and show that even in supervised settings, an affect lexicon can provide significant gains. We further show that while ngram features tend to be accurate, they are often unsuitable for use in new domains. On the other hand, affect lexicon features tend to generalize and produce better results than ngrams when applied to a new domain.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/N12-1071.pdf}, } @InProceedings{athar-teufel:2012:NAACL-HLT, author = {Athar, Awais and Teufel, Simone}, title = {Context-Enhanced Citation Sentiment Detection}, booktitle = {Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2012}, address = {Montr\'{e}al, Canada}, publisher = {Association for Computational Linguistics}, pages = {597--601}, url = {http://www.aclweb.org/anthology/N12-1073}, abstract = {Sentiment analysis of citations in scientific papers and articles is a new and interesting problem which can open up many exciting new applications in bibliographic search and bibliometrics. Current work on citation sentiment detection focuses on only the citation sentence. In this paper, we address the problem of context-enhanced citation sentiment detection. We present a new citation sentiment corpus which has been annotated to take the dominant sentiment in the entire citation context into account. We believe that this gold standard is closer to the truth than annotation that looks only at the citation sentence itself. We then explore the effect of context windows of different lengths on the performance of a state-of- the-art citation sentiment detection system when using this context-enhanced gold standard definition.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/N12-1073.pdf}, } @InProceedings{sayeed-EtAl:2012:NAACL-HLT, author = {Sayeed, Asad and Boyd-Graber, Jordan and Rusk, Bryan and Weinberg, Amy}, title = {Grammatical structures for word-level sentiment detection}, booktitle = {Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2012}, address = {Montr\'{e}al, Canada}, publisher = {Association for Computational Linguistics}, pages = {667--676}, url = {http://www.aclweb.org/anthology/N12-1085}, abstract = {Existing work in fine-grained sentiment analysis focuses on sentences and phrases but ignores the contribution of individual words and their grammatical connections. This is because of a lack of both (1) annotated data at the word level and (2) algorithms that can leverage syntactic information in a principled way. We address the first need by annotating articles from the information technology business press via crowdsourcing to provide training and testing data. To address the second need, we propose a suffix-tree data structure to represent syntactic relationships between opinion targets and words in a sentence that are opinion-bearing. We show that a factor graph derived from this data structure acquires these relationships with a small number of word-level features. We demonstrate that our supervised model performs better than baselines that ignore syntactic features and constraints.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/N12-1085.pdf}, } @InProceedings{hill:2012:NAACL-HLT-SRW, author = {Hill, Felix}, title = {Beauty Before Age? Applying Subjectivity to Automatic English Adjective Ordering}, booktitle = {Proceedings of the NAACL HLT 2012 Student Research Workshop}, month = {June}, year = {2012}, address = {Montr{\'e}al, Canada}, publisher = {Association for Computational Linguistics}, pages = {11--16}, url = {http://www.aclweb.org/anthology/N12-2003}, abstract = {The preferred order of pre-nominal adjectives in English is determined primarily by semantics. Nevertheless, Adjective Ordering (AO) systems do not generally exploit semantic features. This paper describes a system that orders adjectives with significantly abovechance accuracy (73.0%) solely on the basis of semantic features pertaining to the cognitive- semantic dimension of subjectivity. The results indicate that combining such semantic approaches with current methods could result in more accurate and robust AO systems.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/N12-2003.pdf}, } @InProceedings{balagefilho-brun-rondeau:2012:NAACL-HLT-Demo, author = {Balage Filho, Pedro Paulo and Brun, Caroline and Rondeau, Gilbert}, title = {A Graphical User Interface for Feature-Based Opinion Mining}, booktitle = {Proceedings of the Demonstration Session at the Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2012}, address = {Montr{\'e}al, Canada}, publisher = {Association for Computational Linguistics}, pages = {5--8}, url = {http://www.aclweb.org/anthology/N12-3002}, abstract = {In this paper, we present XOpin, a graphical user interface that have been developed to provide a smart access to the results of a feature-based opinion detection system, build on top of a parser.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/N12-3002.pdf}, } @InProceedings{abujbara-hassan-radev:2012:NAACL-HLT-Demo, author = {Abu-Jbara, Amjad and Hassan, Ahmed and Radev, Dragomir}, title = {AttitudeMiner: Mining Attitude from Online Discussions}, booktitle = {Proceedings of the Demonstration Session at the Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2012}, address = {Montr{\'e}al, Canada}, publisher = {Association for Computational Linguistics}, pages = {33--36}, url = {http://www.aclweb.org/anthology/N12-3009}, abstract = {This demonstration presents AttitudeMiner, a system for mining attitude from online discussions. AttitudeMiner uses linguistic techniques to analyze the text exchanged between participants of online discussion threads at different levels of granularity: the word level, the sentence level, the post level, and the thread level. The goal of this analysis is to identify the polarity of the attitude the discussants carry towards one another. Attitude predictions are used to construct a signed network representation of the discussion thread. In this network, each discussant is represented by a node. An edge connects two discussants if they exchanged posts. The sign (positive or negative) of the edge is set based on the polarity of the attitude identified in the text associated with the edge. The system can be used in different applications such as: word polarity identification, identifying attitudinal sentences and their signs, signed social network extraction from text, subgroup detect in discussion. The system is publicly available for download and has an online demonstration at http://clair.eecs.umich.edu/AttitudeMiner/.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/N12-3009.pdf}, } @inproceedings{Councill:2010:WGW:1858959.1858969, author = {Councill, Isaac G. and McDonald, Ryan and Velikovich, Leonid}, title = {What's great and what's not: learning to classify the scope of negation for improved sentiment analysis}, booktitle = {Proceedings of the Workshop on Negation and Speculation in Natural Language Processing}, series = {NeSp-NLP '10}, year = {2010}, location = {Uppsala, Sweden}, pages = {51--59}, numpages = {9}, url = {http://dl.acm.org/citation.cfm?id=1858959.1858969}, acmid = {1858969}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @article{deMarneffe:Manning:Potts:2012, Author = {de Marneffe, Marie-Catherine and Manning, Christopher D. and Potts, Christopher}, Journal = {Computational Linguistics}, Number = {2}, Title = {Did it Happen? The Pragmatic Complexity of Veridicality Assessment}, Volume = {38}, Year = {2012}, Pages = {301--333}} @inproceedings{deMarneffeManningPotts2011:FactBank, Address = {Stanford, CA}, Author = {de Marneffe, Marie-Catherine and Manning, Christopher D. and Potts, Christopher}, Booktitle = {Proceedings of the Fifth {IEEE} International Conference on Semantic Computing: Workshop on Semantic Annotation for Computational Linguistic Resources}, Month = {September}, Publisher = {IEEE Computer Society Press}, Title = {Veridicality and Utterance Understanding}, Year = {2011}} @InProceedings{jakob-gurevych:2010:EMNLP, author = {Jakob, Niklas and Gurevych, Iryna}, title = {Extracting Opinion Targets in a Single and Cross-Domain Setting with Conditional Random Fields}, booktitle = {Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing}, month = {October}, year = {2010}, address = {Cambridge, MA}, publisher = {Association for Computational Linguistics}, pages = {1035--1045}, url = {http://www.aclweb.org/anthology/D10-1101} } @InProceedings{conrad-wiebe-hwa:2012:ExProM, author = {Conrad, Alexander and Wiebe, Janyce and Hwa, Rebecca}, title = {Recognizing Arguing Subjectivity and Argument Tags}, booktitle = {Proceedings of the Workshop on Extra-Propositional Aspects of Meaning in Computational Linguistics}, month = {July}, year = {2012}, address = {Jeju, Republic of Korea}, publisher = {Association for Computational Linguistics}, pages = {80--88}, url = {http://www.aclweb.org/anthology/W12-3810.pdf} } @InProceedings{socher-EtAl:2012:EMNLP-CoNLL, author = {Socher, Richard and Huval, Brody and Manning, Christopher D. and Ng, Andrew Y.}, title = {Semantic Compositionality through Recursive Matrix-Vector Spaces}, booktitle = {Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {1201--1211}, url = {http://www.aclweb.org/anthology/D12-1110} } @ARTICLE{Anderson1982, author = {Maite Taboada and Julian Brooke and Milan Tofiloski and Kimberly Voll and Manfred Stede}, title = {Lexicon-Based Methods for Sentiment Analysis}, journal = {Computational Linguistics}, year = {2011}, volume = {37(2)}, url = {http://aclweb.org/anthology-new/J/J11/J11-2001.pdf} } @ARTICLE{6381410, author={Park, S. and Kim, J. and Lee, K. and Song, J.}, journal={Knowledge and Data Engineering, IEEE Transactions on}, title={Disputant Relation-based Classification for Contrasting Opposing Views of Contentious News Issues}, year={2012}, month={ }, volume={PP}, number={99}, pages={1}, keywords={Clustering;Communications Applications;Computer Applications;Computing Methodologies;Database Applications;Database Management;Document Capture;Document analysis;Document and Text Processing;HInformation browsers;Human information processing;Information Technology and Systems;Information Technology and Systems Applications;Internet Applications;JLibraries/information repositories/publishing;Models and Principles;Text mining;User/Machine Systems;and association rules;classification;}, doi={10.1109/TKDE.2012.238}, ISSN={1041-4347},} @INPROCEEDINGS{6337079, author={Rosenthal, S. and McKeown, K.}, booktitle={Semantic Computing (ICSC), 2012 IEEE Sixth International Conference on}, title={Detecting Opinionated Claims in Online Discussions}, year={2012}, month={sept.}, volume={}, number={}, pages={30 -37}, } @article {COIN:COIN455, author = {Goyal, Amit and Riloff, Ellen and Daume III, Hal}, title = {A COMPUTATIONAL MODEL FOR PLOT UNITS}, journal = {Computational Intelligence}, publisher = {Blackwell Publishing Inc}, keywords = {plot units, affect state analysis, emotion polarity, conceptual knowledge structures}, year = {2012}, } @inproceedings{Reschke:2011:ECE:2002669.2002714, author = {Reschke, Kevin and Anand, Pranav}, title = {Extracting contextual evaluativity}, booktitle = {Proceedings of the Ninth International Conference on Computational Semantics}, series = {IWCS '11}, year = {2011}, location = {Oxford, United Kingdom}, pages = {370--374}, numpages = {5}, url = {http://dl.acm.org/citation.cfm?id=2002669.2002714}, acmid = {2002714}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @inproceedings{anandreschke2010, author={Pranav Anand and Kevin Reschke}, title = {Verb Classes as Evaluativity Functor Classes}, booktitle = {Interdisciplinary Workshop on Verbs. The Identification and Representation of Verb Features}, year = {2010} } @InProceedings{banea-EtAl:2013:*SEM, author = {Banea, Carmen and Choi, Yoonjung and Deng, Lingjia and Hassan, Samer and Mohler, Michael and Yang, Bishan and Cardie, Claire and Mihalcea, Rada and Wiebe, Jan}, title = {CPN-CORE: A Text Semantic Similarity System Infused with Opinion Knowledge}, booktitle = {Second Joint Conference on Lexical and Computational Semantics (*SEM), Volume 1: Proceedings of the Main Conference and the Shared Task: Semantic Textual Similarity}, month = {June}, year = {2013}, address = {Atlanta, Georgia, USA}, publisher = {Association for Computational Linguistics}, pages = {221--228}, url = {http://www.aclweb.org/anthology/S13-1032} } @InProceedings{qiu-yang-jiang:2013:NAACL-HLT, author = {Qiu, Minghui and Yang, Liu and Jiang, Jing}, title = {Mining User Relations from Online Discussions using Sentiment Analysis and Probabilistic Matrix Factorization}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {401--410}, url = {http://www.aclweb.org/anthology/N13-1041} } @InProceedings{yatskar-EtAl:2013:NAACL-HLT, author = {Yatskar, Mark and Volkova, Svitlana and Celikyilmaz, Asli and Dolan, Bill and Zettlemoyer, Luke}, title = {Learning to Relate Literal and Sentimental Descriptions of Visual Properties}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {416--425}, url = {http://www.aclweb.org/anthology/N13-1043} } @InProceedings{ott-cardie-hancock:2013:NAACL-HLT, author = {Ott, Myle and Cardie, Claire and Hancock, Jeffrey T.}, title = {Negative Deceptive Opinion Spam}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {497--501}, url = {http://www.aclweb.org/anthology/N13-1053} } @InProceedings{wiegand-ruppenhofer-klakow:2013:NAACL-HLT, author = {Wiegand, Michael and Ruppenhofer, Josef and Klakow, Dietrich}, title = {Predicative Adjectives: An Unsupervised Criterion to Extract Subjective Adjectives}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {534--539}, url = {http://www.aclweb.org/anthology/N13-1059} } @InProceedings{sayeed:2013:NAACL-HLT, author = {Sayeed, Asad}, title = {An opinion about opinions about opinions: subjectivity and the aggregate reader}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {691--696}, url = {http://www.aclweb.org/anthology/N13-1081} } @InProceedings{lotan-stern-dagan:2013:NAACL-HLT, author = {Lotan, Amnon and Stern, Asher and Dagan, Ido}, title = {TruthTeller: Annotating Predicate Truth}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {752--757}, url = {http://www.aclweb.org/anthology/N13-1091} } @InProceedings{lamb-paul-dredze:2013:NAACL-HLT, author = {Lamb, Alex and Paul, Michael J. and Dredze, Mark}, title = {Separating Fact from Fear: Tracking Flu Infections on Twitter}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {789--795}, url = {http://www.aclweb.org/anthology/N13-1097} } @InProceedings{trivedi-eisenstein:2013:NAACL-HLT, author = {Trivedi, Rakshit and Eisenstein, Jacob}, title = {Discourse Connectors for Latent Subjectivity in Sentiment Analysis}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {808--813}, url = {http://www.aclweb.org/anthology/N13-1100} } @InProceedings{qiu-jiang:2013:NAACL-HLT, author = {Qiu, Minghui and Jiang, Jing}, title = {A Latent Variable Model for Viewpoint Discovery from Threaded Forum Posts}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {1031--1040}, keywords = {stance,perspective,point of view}, url = {http://www.aclweb.org/anthology/N13-1123} } @InProceedings{chen-EtAl:2013:NAACL-HLT, author = {Chen, Zhiyuan and Liu, Bing and Hsu, Meichun and Castellanos, Malu and Ghosh, Riddhiman}, title = {Identifying Intention Posts in Discussion Forums}, booktitle = {Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2013}, address = {Atlanta, Georgia}, publisher = {Association for Computational Linguistics}, pages = {1041--1050}, url = {http://www.aclweb.org/anthology/N13-1124} } @InProceedings{liu-xu-zhao:2012:EMNLP-CoNLL, author = {Liu, Kang and Xu, Liheng and Zhao, Jun}, title = {Opinion Target Extraction Using Word-Based Translation Model}, booktitle = {Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {1346--1356}, url = {http://www.aclweb.org/anthology/D12-1123} } @InProceedings{ponomareva-thelwall:2012:EMNLP-CoNLL, author = {Ponomareva, Natalia and Thelwall, Mike}, title = {Do Neighbours Help? An Exploration of Graph-based Algorithms for Cross-domain Sentiment Classification}, booktitle = {Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {655--665}, url = {http://www.aclweb.org/anthology/D12-1060} } @InProceedings{balagefilho-pardo:2013:SemEval-2013, author = {Balage Filho, Pedro and Pardo, Thiago}, title = {NILC\_USP: A Hybrid System for Sentiment Analysis in Twitter Messages}, booktitle = {Second Joint Conference on Lexical and Computational Semantics (*SEM), Volume 2: Proceedings of the Seventh International Workshop on Semantic Evaluation (SemEval 2013)}, month = {June}, year = {2013}, address = {Atlanta, Georgia, USA}, publisher = {Association for Computational Linguistics}, pages = {568--572}, url = {http://www.aclweb.org/anthology/S13-2095} } @InProceedings{zhao-qin-liu:2012:EMNLP-CoNLL, author = {Zhao, Yanyan and Qin, Bing and Liu, Ting}, title = {Collocation Polarity Disambiguation Using Web-based Pseudo Contexts}, booktitle = {Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning}, month = {July}, year = {2012}, address = {Jeju Island, Korea}, publisher = {Association for Computational Linguistics}, pages = {160--170}, url = {http://www.aclweb.org/anthology/D12-1015} } @article{johanssonMoschittiCL2013, author = {Johansson, Richard and Moschitti, Alessandro}, journal = {Computational Linguistics}, number = 3, pages = {473-509}, title = {Relational Features in Fine-Grained Opinion Analysis.}, volume = 39, year = 2013 } @inproceedings{hermann-blunsom:2013:ACL2013, author = {Hermann, Karl Moritz and Blunsom, Phil}, title = {The Role of Syntax in Vector Space Models of Compositional Semantics}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {894--904}, url = {http://www.aclweb.org/anthology/P13-1088} } @inproceedings{alkhatib-schutze-kantner:2012:PAPERS, author = {Al Khatib, Khalid and Sch{\"u}tze, Hinrich and Kantner, Cathleen}, title = {Automatic Detection of Point of View Differences in Wikipedia}, booktitle = {Proceedings of COLING 2012}, month = {December}, year = {2012}, address = {Mumbai, India}, publisher = {The COLING 2012 Organizing Committee}, pages = {33--50}, url = {http://www.aclweb.org/anthology/C12-1003} } @inproceedings{Glasgow:Fink:Boyd-Graber-2014, Author = {Kimberly Glasgow and Clay Fink and Jordan Boyd-Graber}, Booktitle = {The International AAAI Conference on Weblogs and Social Media (ICWSM)}, Year = {2014}, Title = {Our grief is unspeakable: Measuring the community impact of a tragedy}} @InProceedings{popat-EtAl:2013:ACL2013, author = {Popat, Kashyap and A.R, Balamurali and Bhattacharyya, Pushpak and Haffari, Gholamreza}, title = {The Haves and the Have-Nots: Leveraging Unlabelled Corpora for Sentiment Analysis}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {412--422}, url = {http://www.aclweb.org/anthology/P13-1041} } @InProceedings{scheible-schutze:2013:ACL2013, author = {Scheible, Christian and Sch\"{u}tze, Hinrich}, title = {Sentiment Relevance}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {954--963}, url = {http://www.aclweb.org/anthology/P13-1094} } @InProceedings{perezrosas-mihalcea-morency:2013:ACL2013, author = {Perez-Rosas, Veronica and Mihalcea, Rada and Morency, Louis-Philippe}, title = {Utterance-Level Multimodal Sentiment Analysis}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {973--982}, url = {http://www.aclweb.org/anthology/P13-1096} } @InProceedings{mohtarami-lan-tan:2013:ACL2013, author = {Mohtarami, Mitra and Lan, Man and Tan, Chew Lim}, title = {Probabilistic Sense Sentiment Similarity through Hidden Emotions}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {983--992}, url = {http://www.aclweb.org/anthology/P13-1097} } @InProceedings{feng-EtAl:2013:ACL2013, author = {Feng, Song and Kang, Jun Seok and Kuznetsova, Polina and Choi, Yejin}, title = {Connotation Lexicon: A Dash of Sentiment Beneath the Surface Meaning}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {1774--1784}, url = {http://www.aclweb.org/anthology/P13-1174} } @InProceedings{yang-cardie:2013:ACL2013, author = {Yang, Bishan and Cardie, Claire}, title = {Joint Inference for Fine-grained Opinion Extraction}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {1640--1649}, url = {http://www.aclweb.org/anthology/P13-1161} } @InProceedings{liu-xu-zhao:2013:ACL2013, author = {Liu, Kang and Xu, Liheng and Zhao, Jun}, title = {Syntactic Patterns versus Word Alignment: Extracting Opinion Targets from Online Reviews}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {1754--1763}, url = {http://www.aclweb.org/anthology/P13-1172} } @InProceedings{xu-EtAl:2013:ACL2013, author = {Xu, Liheng and Liu, Kang and Lai, Siwei and Chen, Yubo and Zhao, Jun}, title = {Mining Opinion Words and Opinion Targets in a Two-Stage Framework}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {1764--1773}, url = {http://www.aclweb.org/anthology/P13-1173} } @inproceedings{DBLP:conf/aaai/CambriaOR14, author = {Erik Cambria and Daniel Olsher and Dheeraj Rajagopal}, title = {SenticNet 3: A Common and Common-Sense Knowledge Base for Cognition-Driven Sentiment Analysis}, booktitle = {AAAI}, year = {2014}, pages = {1515-1521}, ee = {http://www.aaai.org/ocs/index.php/AAAI/AAAI14/paper/view/8479}, crossref = {DBLP:conf/aaai/2014}, bibsource = {DBLP, http://dblp.uni-trier.de} } @InProceedings{staiano-guerini:2014:P14-2, author = {Staiano, Jacopo and Guerini, Marco}, title = {Depeche Mood: a Lexicon for Emotion Analysis from Crowd Annotated News}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {427--433}, url = {http://www.aclweb.org/anthology/P14-2070} } @InProceedings{volkova-coppersmith-vandurme:2014:P14-1, author = {Volkova, Svitlana and Coppersmith, Glen and Van Durme, Benjamin}, title = {Inferring User Political Preferences from Streaming Communications}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {186--196}, url = {http://www.aclweb.org/anthology/P14-1018} } @InProceedings{zhu-EtAl:2014:P14-1, author = {Zhu, Xiaodan and Guo, Hongyu and Mohammad, Saif and Kiritchenko, Svetlana}, title = {An Empirical Study on the Effect of Negation Words on Sentiment}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {304--313}, url = {http://www.aclweb.org/anthology/P14-1029} } @InProceedings{liu-xu-zhao:2014:P14-1, author = {Liu, Kang and Xu, Liheng and Zhao, Jun}, title = {Extracting Opinion Targets and Opinion Words from Online Reviews with Graph Co-ranking}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {314--324}, url = {http://www.aclweb.org/anthology/P14-1030} } @InProceedings{liu-xu-zhao:2014:P14-1, author = {Liu, Kang and Xu, Liheng and Zhao, Jun}, title = {Extracting Opinion Targets and Opinion Words from Online Reviews with Graph Co-ranking}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {314--324}, url = {http://www.aclweb.org/anthology/P14-1030} } @InProceedings{xu-EtAl:2014:P14-1, author = {Xu, Liheng and Liu, Kang and Lai, Siwei and Zhao, Jun}, title = {Product Feature Mining: Semantic Clues versus Syntactic Constituents}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {336--346}, url = {http://www.aclweb.org/anthology/P14-1032} } @InProceedings{chen-mukherjee-liu:2014:P14-1, author = {Chen, Zhiyuan and Mukherjee, Arjun and Liu, Bing}, title = {Aspect Extraction with Automated Prior Knowledge Learning}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {347--358}, url = {http://www.aclweb.org/anthology/P14-1033} } @InProceedings{huang-EtAl:2014:P14-12, author = {Huang, Minlie and Ye, Borui and Wang, Yichen and Chen, Haiqiang and Cheng, Junjun and Zhu, Xiaoyan}, title = {New Word Detection for Sentiment Analysis}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {531--541}, url = {http://www.aclweb.org/anthology/P14-1050} } @InProceedings{zhang-singh:2014:P14-1, author = {Zhang, Zhe and Singh, Munindar P.}, title = {ReNew: A Semi-Supervised Framework for Generating Domain-Specific Lexicons and Sentiment Analysis}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {542--551}, url = {http://www.aclweb.org/anthology/P14-1051} } @InProceedings{mitra-EtAl:2014:P14-1, author = {Mitra, Sunny and Mitra, Ritwik and Riedl, Martin and Biemann, Chris and Mukherjee, Animesh and Goyal, Pawan}, title = {That's sick dude!: Automatic identification of word sense change across different timescales}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {1020--1029}, url = {http://www.aclweb.org/anthology/P14-1096} } @InProceedings{iyyer-EtAl:2014:P14-1, author = {Iyyer, Mohit and Enns, Peter and Boyd-Graber, Jordan and Resnik, Philip}, title = {Political Ideology Detection Using Recursive Neural Networks}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {1113--1122}, url = {http://www.aclweb.org/anthology/P14-1105} } @InProceedings{severyn-EtAl:2014:P14-1, author = {Severyn, Aliaksei and Moschitti, Alessandro and Uryupina, Olga and Plank, Barbara and Filippova, Katja}, title = {Opinion Mining on YouTube}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {1252--1261}, url = {http://www.aclweb.org/anthology/P14-1118} } @InProceedings{kang-EtAl:2014:P14-1, author = {Kang, Jun Seok and Feng, Song and Akoglu, Leman and Choi, Yejin}, title = {ConnotationWordNet: Learning Connotation over the Word+Sense Network}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {1544--1554}, url = {http://www.aclweb.org/anthology/P14-1145} } @InProceedings{tang-EtAl:2014:P14-1, author = {Tang, Duyu and Wei, Furu and Yang, Nan and Zhou, Ming and Liu, Ting and Qin, Bing}, title = {Learning Sentiment-Specific Word Embedding for Twitter Sentiment Classification}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {1555--1565}, url = {http://www.aclweb.org/anthology/P14-1146} } @InProceedings{li-EtAl:2014:P14-13, author = {Li, Jiwei and Ott, Myle and Cardie, Claire and Hovy, Eduard}, title = {Towards a General Rule for Identifying Deceptive Opinion Spam}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {1566--1576}, url = {http://www.aclweb.org/anthology/P14-1147} } @inproceedings{DBLP:conf/icwsm/TsurDR10, author = {Oren Tsur and Dmitry Davidov and Ari Rappoport}, title = {{ICWSM} - {A} Great Catchy Name: Semi-Supervised Recognition of Sarcastic Sentences in Online Product Reviews}, booktitle = {Proceedings of the Fourth International Conference on Weblogs and Social Media, {ICWSM} 2010, Washington, DC, USA, May 23-26, 2010}, year = {2010}, keywords = {sarcasm} } @InProceedings{socher-EtAl:2013:EMNLP, author = {Socher, Richard and Perelygin, Alex and Wu, Jean and Chuang, Jason and Manning, Christopher D. and Ng, Andrew and Potts, Christopher}, title = {Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank}, booktitle = {Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing}, month = {October}, year = {2013}, address = {Seattle, Washington, USA}, publisher = {Association for Computational Linguistics}, pages = {1631--1642}, url = {http://www.aclweb.org/anthology/D13-1170.pdf} } @article{Neviarouskaya:2014:IIT:2648782.2535912, author = {Neviarouskaya, Alena and Aono, Masaki and Prendinger, Helmut and Ishizuka, Mitsuru}, title = {Intelligent Interface for Textual Attitude Analysis}, journal = {ACM Trans. Intell. Syst. Technol.}, issue_date = {September 2014}, volume = {5}, number = {3}, month = sep, year = {2014}, issn = {2157-6904}, pages = {48:1--48:20}, articleno = {48}, numpages = {20}, url = {http://doi.acm.org/10.1145/2535912}, doi = {10.1145/2535912}, acmid = {2535912}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {Affective computing, affective user interface, attitude analysis in text}, } @InProceedings{lazaridou-titov-sporleder:2013:ACL2013, author = {Lazaridou, Angeliki and Titov, Ivan and Sporleder, Caroline}, title = {A Bayesian Model for Joint Unsupervised Induction of Sentiment, Aspect and Discourse Representations}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {1630--1639}, url = {http://www.aclweb.org/anthology/P13-1160} } @InProceedings{abbott-EtAl:2011:LSM, author = {Abbott, Rob and Walker, Marilyn and Anand, Pranav and Fox Tree, Jean E. and Bowmani, Robeson and King, Joseph}, title = {How can you say such things?!?: Recognizing Disagreement in Informal Political Argument}, booktitle = {Proceedings of the Workshop on Language in Social Media (LSM 2011)}, month = {June}, year = {2011}, address = {Portland, Oregon}, publisher = {Association for Computational Linguistics}, pages = {2--11}, url = {http://www.aclweb.org/anthology/W11-0702} } @article{Walker:2012:decisionSupportSystems, author = {Walker, Marilyn A. and Anand, Pranav and Abbott, Rob and Tree, Jean E. Fox and Martell, Craig and King, Joseph}, title = {That is Your Evidence?: Classifying Stance in Online Political Debate}, journal = {Decis. Support Syst.}, issue_date = {November, 2012}, volume = {53}, number = {4}, month = nov, year = {2012}, pages = {719--729}, url = {http://dx.doi.org/10.1016/j.dss.2012.05.032}, publisher = {Elsevier Science Publishers B. V.}, address = {Amsterdam, The Netherlands, The Netherlands}, keywords = {Argumentation strategies, Automatic classification, Dialogue, Online debate, Stance}, } @InProceedings{sridhar-getoor-walker:2014:W14-27, author = {Sridhar, Dhanya and Getoor, Lise and Walker, Marilyn}, title = {Collective Stance Classification of Posts in Online Debate Forums}, booktitle = {Proceedings of the Joint Workshop on Social Dynamics and Personal Attributes in Social Media}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {109--117}, url = {http://www.aclweb.org/anthology/W14-2715} } @InProceedings{walker-EtAl:2012:NAACL-HLT, author = {Walker, Marilyn and Anand, Pranav and Abbott, Rob and Grant, Ricky}, title = {Stance Classification using Dialogic Properties of Persuasion}, booktitle = {Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2012}, address = {Montr\'{e}al, Canada}, publisher = {Association for Computational Linguistics}, pages = {592--596}, url = {http://www.aclweb.org/anthology/N12-1072}, abstract = {Public debate functions as a forum for both expressing and forming opinions, an important aspect of public life. We present results for automatically classifying posts in online debate as to the position, or STANCE that the speaker takes on an issue, such as Pro or Con. We show that representing the dialogic structure of the debates in terms of agreement relations between speakers, greatly improves performance for stance classification, over models that operate on post content and parentpost context alone.}, researcharea = {subjectivity}, filelink = {http://www.aclweb.org/anthology/N12-1072.pdf}, } @InProceedings{wiebe-mihalcea:2006:COLACL, author = {Wiebe, Janyce and Mihalcea, Rada}, title = {Word Sense and Subjectivity}, booktitle = {Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics}, month = {July}, year = {2006}, address = {Sydney, Australia}, publisher = {Association for Computational Linguistics}, pages = {1065--1072}, url = {http://www.aclweb.org/anthology/P06-1134}, doi = {10.3115/1220175.1220309} } @InProceedings{akkaya-wiebe-mihalcea:2014:EACL, author = {Akkaya, Cem and Wiebe, Janyce and Mihalcea, Rada}, title = {Iterative Constrained Clustering for Subjectivity Word Sense Disambiguation}, booktitle = {Proceedings of the 14th Conference of the European Chapter of the Association for Computational Linguistics}, month = {April}, year = {2014}, address = {Gothenburg, Sweden}, publisher = {Association for Computational Linguistics}, pages = {269--278}, url = {http://www.aclweb.org/anthology/E14-1029} } @InProceedings{deng-wiebe:2014:EACL, author = {Deng, Lingjia and Wiebe, Janyce}, title = {Sentiment Propagation via Implicature Constraints}, booktitle = {Proceedings of the 14th Conference of the European Chapter of the Association for Computational Linguistics}, month = {April}, year = {2014}, address = {Gothenburg, Sweden}, publisher = {Association for Computational Linguistics}, pages = {377--385}, url = {http://www.aclweb.org/anthology/E14-1040} } @InProceedings{choi-wiebe:2014:EMNLP2014, author = {Choi, Yoonjung and Wiebe, Janyce}, title = {+/-EffectWordNet: Sense-level Lexicon Acquisition for Opinion Inference}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1181--1191}, url = {http://www.aclweb.org/anthology/D14-1125} } @InProceedings{deng-wiebe-choi:2014:Coling, author = {Deng, Lingjia and Wiebe, Janyce and Choi, Yoonjung}, title = {Joint Inference and Disambiguation of Implicit Sentiments via Implicature Constraints}, booktitle = {Proceedings of COLING 2014, the 25th International Conference on Computational Linguistics: Technical Papers}, month = {August}, year = {2014}, address = {Dublin, Ireland}, publisher = {Dublin City University and Association for Computational Linguistics}, pages = {79--88}, url = {http://www.aclweb.org/anthology/C14-1009} } @InProceedings{kang-EtAl:2014:P14-1, author = {Kang, Jun Seok and Feng, Song and Akoglu, Leman and Choi, Yejin}, title = {ConnotationWordNet: Learning Connotation over the Word+Sense Network}, booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {1544--1554}, url = {http://www.aclweb.org/anthology/P14-1145} } @BOOK{Ruppenhofer2006, title = {FrameNet II: Extended theory and practice}, publisher = {International Computer Science Institute}, year = {2006}, author = {Josef Ruppenhofer and Michael Ellsworth and Miriam R. 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McCalla}, PUBLISHER = {Springer}, ADDRESS = {New York}, PAGES = {262-315} } @InProceedings{riloff-EtAl:2013:EMNLP, author = {Riloff, Ellen and Qadir, Ashequl and Surve, Prafulla and De Silva, Lalindra and Gilbert, Nathan and Huang, Ruihong}, title = {Sarcasm as Contrast between a Positive Sentiment and Negative Situation}, booktitle = {Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing}, month = {October}, year = {2013}, address = {Seattle, Washington, USA}, publisher = {Association for Computational Linguistics}, pages = {704--714}, url = {http://www.aclweb.org/anthology/D13-1066} } @InProceedings{daume10plotunits-emnlp, author = {Amit Goyal and Ellen Riloff and Hal {Daum\'e III}}, title = {Automatically Producing Plot Unit Representations for Narrative Text}, booktitle = {Empirical Methods in Natural Language Processing (EMNLP)}, year = {2010} } @InProceedings{Ruppenhofer2013, author = {Josef Ruppenhofer}, title = {Anchoring sentiment analysis in frame semantics}, booktitle = {Veredas}, pages = {66--81}, year = {2013} } @inproceedings{Ratinov:2011:LGA:2002472.2002642, author = {Ratinov, Lev and Roth, Dan and Downey, Doug and Anderson, Mike}, title = {Local and Global Algorithms for Disambiguation to Wikipedia}, booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1}, series = {HLT '11}, year = {2011}, isbn = {978-1-932432-87-9}, location = {Portland, Oregon}, pages = {1375--1384}, numpages = {10}, url = {http://dl.acm.org/citation.cfm?id=2002472.2002642}, acmid = {2002642}, publisher = {Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, } @InProceedings{kim:2014:EMNLP2014, author = {Kim, Yoon}, title = {Convolutional Neural Networks for Sentence Classification}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1746--1751}, keywords = {sentence-level,subjectivity,sentiment}, url = {http://www.aclweb.org/anthology/D14-1181.pdf} } @InProceedings{klinger-cimiano:2013:Short, author = {Klinger, Roman and Cimiano, Philipp}, title = {Bi-directional Inter-dependencies of Subjective Expressions and Targets and their Value for a Joint Model}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {848--854}, url = {http://www.aclweb.org/anthology/P13-2147} } @InProceedings{aharoni-EtAl:2014:W14-21, author = {Aharoni, Ehud and Polnarov, Anatoly and Lavee, Tamar and Hershcovich, Daniel and Levy, Ran and Rinott, Ruty and Gutfreund, Dan and Slonim, Noam}, title = {A Benchmark Dataset for Automatic Detection of Claims and Evidence in the Context of Controversial Topics}, booktitle = {Proceedings of the First Workshop on Argumentation Mining}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {64--68}, url = {http://www.aclweb.org/anthology/W14-2109} } @InProceedings{oraby-EtAl:2015:ARG-MINING, author = {Oraby, Shereen and Reed, Lena and Compton, Ryan and Riloff, Ellen and Walker, Marilyn and Whittaker, Steve}, title = {And That's A Fact: Distinguishing Factual and Emotional Argumentation in Online Dialogue}, booktitle = {Proceedings of the 2nd Workshop on Argumentation Mining}, month = {June}, year = {2015}, address = {Denver, CO}, publisher = {Association for Computational Linguistics}, pages = {116--126}, url = {http://www.aclweb.org/anthology/W15-0515} } @inproceedings{WALKER12.1078.L12-1643, author = {Marilyn Walker and Jean Fox Tree and Pranav Anand and Rob Abbott and Joseph King}, note = {ACL Anthology Identifier: L12-1643}, title = {A Corpus for Research on Deliberation and Debate}, booktitle = {Proceedings of the Eighth International Conference on Language Resources and Evaluation (LREC-2012)}, year = {2012}, month = {May}, address = {Istanbul, Turkey}, pages = {812--817}, keywords = {argumentation,stance,discourse} } @InProceedings{ahmed-xing:2010:EMNLP, author = {Ahmed, Amr and Xing, Eric}, title = {Staying Informed: Supervised and Semi-Supervised Multi-View Topical Analysis of Ideological Perspective}, booktitle = {Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing}, month = {October}, year = {2010}, address = {Cambridge, MA}, publisher = {Association for Computational Linguistics}, pages = {1140--1150}, url = {http://www.aclweb.org/anthology/D10-1111} } @InProceedings{sim-EtAl:2013:EMNLP, author = {Sim, Yanchuan and Acree, Brice D. L. and Gross, Justin H. and Smith, Noah A.}, title = {Measuring Ideological Proportions in Political Speeches}, booktitle = {Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing}, month = {October}, year = {2013}, address = {Seattle, Washington, USA}, publisher = {Association for Computational Linguistics}, pages = {91--101}, url = {http://www.aclweb.org/anthology/D13-1010} } @InProceedings{hasan-ng:2014:EMNLP2014, author = {Hasan, Kazi Saidul and Ng, Vincent}, title = {Why are You Taking this Stance? Identifying and Classifying Reasons in Ideological Debates}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {751--762}, url = {http://www.aclweb.org/anthology/D14-1083} } @InProceedings{hasan-ng:2013:CoNLL-2013, author = {Hasan, Kazi Saidul and Ng, Vincent}, title = {Frame Semantics for Stance Classification}, booktitle = {Proceedings of the Seventeenth Conference on Computational Natural Language Learning}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {124--132}, url = {http://www.aclweb.org/anthology/W13-3514} } @inproceedings{qiu2015modeling, author = {Qiu, Minghui and Sim, Yanchuan and Smith, Noah A. and Jiang, Jing}, title = {Modeling User Arguments, Interactions, and Attributes for Stance Prediction in Online Debate Forums}, booktitle = {SIAM International Conference on Data Mining}, series = {SDM '15}, address = {Vancouver, BC, Canada}, year = 2015, month = apr, } @InProceedings{jelveh-kogut-naidu:2014:EMNLP2014, author = {Jelveh, Zubin and Kogut, Bruce and Naidu, Suresh}, title = {Detecting Latent Ideology in Expert Text: Evidence From Academic Papers in Economics}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1804--1809}, url = {http://www.aclweb.org/anthology/D14-1191} } @InProceedings{mukherjee-liu:2013:ACL2013, author = {Mukherjee, Arjun and Liu, Bing}, title = {Discovering User Interactions in Ideological Discussions}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {671--681}, url = {http://www.aclweb.org/anthology/P13-1066} } @InProceedings{alkhatib-schutze-kantner:2012:PAPERS, author = {Al Khatib, Khalid and Sch{\"u}tze, Hinrich and Kantner, Cathleen}, title = {Automatic Detection of Point of View Differences in {W}ikipedia}, booktitle = {Proceedings of COLING 2012}, month = {December}, year = {2012}, address = {Mumbai, India}, publisher = {The COLING 2012 Organizing Committee}, pages = {33--50}, keywords = {ideology,stance}, url = {http://www.aclweb.org/anthology/C12-1003} } @InProceedings{trabelsi-zaiane:2014:LASM, author = {Trabelsi, Amine and Zaiane, Osmar R.}, title = {Finding Arguing Expressions of Divergent Viewpoints in Online Debates}, booktitle = {Proceedings of the 5th Workshop on Language Analysis for Social Media (LASM)}, month = {April}, year = {2014}, address = {Gothenburg, Sweden}, publisher = {Association for Computational Linguistics}, pages = {35--43}, keywords = {argumentation,stance,ideology}, url = {http://www.aclweb.org/anthology/W14-1305} } @article{Trabelsi2015, title = "Extraction and clustering of arguing expressions in contentious text ", journal = "Data & Knowledge Engineering ", volume = "", number = "0", pages = " - ", year = "2015", note = "", issn = "0169-023X", doi = "http://dx.doi.org/10.1016/j.datak.2015.05.004", url = "http://www.sciencedirect.com/science/article/pii/S0169023X15000324", author = "Amine Trabelsi and Osmar R. Zaiane", keywords = "controversial", keywords = "stance", keywords = "debates" } @InProceedings{oconnor-stewart-smith:2013:ACL2013, author = {O'Connor, Brendan and Stewart, Brandon M. and Smith, Noah A.}, title = {Learning to Extract International Relations from Political Context}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {1094--1104}, url = {http://www.aclweb.org/anthology/P13-1108} } @InProceedings{stab-gurevych:2014:EMNLP2014, author = {Stab, Christian and Gurevych, Iryna}, title = {Identifying Argumentative Discourse Structures in Persuasive Essays}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {46--56}, url = {http://www.aclweb.org/anthology/D14-1006} } @InProceedings{pappas-popescubelis:2014:EMNLP2014, author = {Pappas, Nikolaos and Popescu-Belis, Andrei}, title = {Explaining the Stars: Weighted Multiple-Instance Learning for Aspect-Based Sentiment Analysis}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {455--466}, url = {http://www.aclweb.org/anthology/D14-1052} } @InProceedings{li-hovy:2014:EMNLP20141, author = {Li, Jiwei and Hovy, Eduard}, title = {Sentiment Analysis on the People's Daily}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {467--476}, keywords = {politicalScience,time,target,holder,clusteringHolders,Chinese}, url = {http://www.aclweb.org/anthology/D14-1053} } @InProceedings{tang-EtAl:2014:EMNLP2014, author = {Tang, Duyu and Wei, Furu and Qin, Bing and Dong, Li and Liu, Ting and Zhou, Ming}, title = {A Joint Segmentation and Classification Framework for Sentiment Analysis}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {477--487}, url = {http://www.aclweb.org/anthology/D14-1054} } @InProceedings{persing-ng:2014:EMNLP2014, author = {Persing, Isaac and Ng, Vincent}, title = {Vote Prediction on Comments in Social Polls}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1127--1138}, url = {http://www.aclweb.org/anthology/D14-1119} } @InProceedings{si-EtAl:2014:EMNLP2014, author = {Si, Jianfeng and Mukherjee, Arjun and Liu, Bing and Pan, Sinno Jialin and Li, Qing and Li, Huayi}, title = {Exploiting Social Relations and Sentiment for Stock Prediction}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1139--1145}, url = {http://www.aclweb.org/anthology/D14-1120} } @InProceedings{ou-EtAl:2014:EMNLP2014, author = {Ou, Gaoyan and Chen, Wei and Wang, Tengjiao and Wei, Zhongyu and LI, Binyang and Yang, Dongqing and Wong, Kam-Fai}, title = {Exploiting Community Emotion for Microblog Event Detection}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, keywords = {notTwitter,Weibo,Chinese}, pages = {1159--1168}, url = {http://www.aclweb.org/anthology/D14-1123} } @InProceedings{allen-carenini-ng:2014:EMNLP2014, author = {Allen, Kelsey and Carenini, Giuseppe and Ng, Raymond}, title = {Detecting Disagreement in Conversations using Pseudo-Monologic Rhetorical Structure}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1169--1180}, keywords = {onlineForums,Slashdot,discourse}, url = {http://www.aclweb.org/anthology/D14-1124} } @InProceedings{irsoy-cardie:2014:EMNLP2014, author = {Irsoy, Ozan and Cardie, Claire}, title = {Opinion Mining with Deep Recurrent Neural Networks}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {720--728}, url = {http://www.aclweb.org/anthology/D14-1080} } @InProceedings{wang-ester:2014:EMNLP2014, author = {Wang, Hao and Ester, Martin}, title = {A Sentiment-aligned Topic Model for Product Aspect Rating Prediction}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1192--1202}, url = {http://www.aclweb.org/anthology/D14-1126} } @InProceedings{qadir-riloff:2014:EMNLP2014, author = {Qadir, Ashequl and Riloff, Ellen}, title = {Learning Emotion Indicators from Tweets: Hashtags, Hashtag Patterns, and Phrases}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1203--1209}, url = {http://www.aclweb.org/anthology/D14-1127} } @InProceedings{ebert-schutze:2014:EMNLP2014, author = {Ebert, Sebastian and Sch\"{u}tze, Hinrich}, title = {Fine-Grained Contextual Predictions for Hard Sentiment Words}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1210--1215}, url = {http://www.aclweb.org/anthology/D14-1128} } @InProceedings{prabhakaran-arora-rambow:2014:EMNLP2014, author = {Prabhakaran, Vinodkumar and Arora, Ashima and Rambow, Owen}, title = {Staying on Topic: An Indicator of Power in Political Debates}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1481--1486}, url = {http://www.aclweb.org/anthology/D14-1157} } @InProceedings{beck-cohn-specia:2014:EMNLP2014, author = {Beck, Daniel and Cohn, Trevor and Specia, Lucia}, title = {Joint Emotion Analysis via Multi-task Gaussian Processes}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1798--1803}, url = {http://www.aclweb.org/anthology/D14-1190} } @InProceedings{li-EtAl:2014:EMNLP20143, author = {Li, Jiwei and Ritter, Alan and Cardie, Claire and Hovy, Eduard}, title = {Major Life Event Extraction from Twitter based on Congratulations/Condolences Speech Acts}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {1997--2007}, url = {http://www.aclweb.org/anthology/D14-1214} } @InProceedings{peng-feldman-vylomova:2014:EMNLP2014, author = {Peng, Jing and Feldman, Anna and Vylomova, Ekaterina}, title = {Classifying Idiomatic and Literal Expressions Using Topic Models and Intensity of Emotions}, booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)}, month = {October}, year = {2014}, address = {Doha, Qatar}, publisher = {Association for Computational Linguistics}, pages = {2019--2027}, url = {http://www.aclweb.org/anthology/D14-1216} } @article {stewardGrimmer2013, title = {Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts}, journal = {Political Analysis}, volume = {21}, year = {2013}, note = {Awarded Political Analysis Editor{\textquoteright}s Choice Award for an article providing an especially significant contribution to political methodology. Replication Data: here.}, pages = {267-297}, abstract = {Politics and political conflict often occur in the written and spoken word. Scholars have long recognized this, but the massive costs of analyzing even moderately sized collections of texts have prevented political scientists from using texts in their research. Here lies the promise of automated text analysis: it substantially reduces the costs of analyzing large collections of text. We provide a guide to this exciting new area of research and show how, in many instances, the methods have already obtained part of their promise. But there are pitfalls to using automated methods. Automated text methods are useful, but incorrect, models of language: they are no substitute for careful thought and close reading. Rather, automated text methods augment and amplify human reading abilities. Using the methods requires extensive validation in any one application. With these guiding principles to using automated methods, we clarify misconceptions and errors in the literature and identify open questions in the application of automated text analysis in political science. For scholars to avoid the pitfalls of automated methods, methodologists need to develop new methods specifically for how social scientists use quantitative text methods.}, author = {Justin Grimmer and Brandon M. Stewart}, keywords = {ideologyDetection,politicalScience} } @InProceedings{deng:2015:NAACL-HLT, author = {Deng, Lingjia and Wiebe, Janyce}, title = {Entity/Event-Level Sentiment Annotation}, booktitle = {Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (short paper)}, month = {May}, year = {2015}, publisher = {Association for Computational Linguistics}, } @book{liuSentimentBook2012, author = {Bing Liu}, title = {Sentiment Analysis and Opinion Mining}, series = {Synthesis Lectures on Human Language Technologies}, publisher = {Morgan {\&} Claypool Publishers}, year = {2012} } @book{liuSentimentBook2015, author = {Bing Liu}, title = {Sentiment Analysis: mining opinions, sentiments and emotions}, publisher = {Cambridge University Press}, year = {2015} } @InProceedings{wang-cardie:2013:ACL2013, author = {Wang, Lu and Cardie, Claire}, title = {Domain-Independent Abstract Generation for Focused Meeting Summarization}, booktitle = {Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, month = {August}, year = {2013}, address = {Sofia, Bulgaria}, publisher = {Association for Computational Linguistics}, pages = {1395--1405}, url = {http://www.aclweb.org/anthology/P13-1137} } @InProceedings{elfardy-diab-callisonburch:2015:*SEM2015, author = {Elfardy, Heba and Diab, Mona and Callison-Burch, Chris}, title = {Ideological Perspective Detection Using Semantic Features}, booktitle = {Proceedings of the Fourth Joint Conference on Lexical and Computational Semantics}, month = {June}, year = {2015}, address = {Denver, Colorado}, publisher = {Association for Computational Linguistics}, pages = {137--146}, url = {http://www.aclweb.org/anthology/S15-1015} } @InProceedings{ruppenhofer-brandes:2015:WASSA, author = {Ruppenhofer, Josef and Brandes, Jasper}, title = {Extending effect annotation with lexical decomposition}, booktitle = {Proceedings of the 6th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis}, month = {September}, year = {2015}, address = {Lisboa, Portugal}, publisher = {Association for Computational Linguistics}, pages = {67--76}, url = {http://aclweb.org/anthology/W15-2910} } @InProceedings{wiegand-ruppenhofer:2015:CoNLL, author = {Wiegand, Michael and Ruppenhofer, Josef}, title = {Opinion Holder and Target Extraction based on the Induction of Verbal Categories}, booktitle = {Proceedings of the Nineteenth Conference on Computational Natural Language Learning}, month = {July}, year = {2015}, address = {Beijing, China}, publisher = {Association for Computational Linguistics}, pages = {215--225}, url = {http://www.aclweb.org/anthology/K15-1022} } @InProceedings{wang-cardie:2014:W14-26, author = {Wang, Lu and Cardie, Claire}, title = {Improving Agreement and Disagreement Identification in Online Discussions with A Socially-Tuned Sentiment Lexicon}, booktitle = {Proceedings of the 5th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis}, month = {June}, year = {2014}, address = {Baltimore, Maryland}, publisher = {Association for Computational Linguistics}, pages = {97--106}, url = {http://www.aclweb.org/anthology/W14-2617} } @article{Banea:2014:SSM:2535045.2535099, author = {Banea, Carmen and Mihalcea, Rada and Wiebe, Janyce}, title = {Sense-level Subjectivity in a Multilingual Setting}, journal = {Computer Speech and Language}, issue_date = {January, 2014}, volume = {28}, number = {1}, month = jan, year = {2014}, issn = {0885-2308}, pages = {7--19}, numpages = {13}, publisher = {Academic Press Ltd.}, address = {London, UK, UK}, keywords = {Multilingual subjectivity analysis, Sense level subjectivity, Sentiment and text classification}, } @article{baneaMihalceaWiebe2013affectiveComputing, author = {Carmen Banea and Rada Mihalcea and Janyce Wiebe}, title = {Porting Multilingual Subjectivity Resources across Languages}, journal ={IEEE Transactions on Affective Computing}, volume = {4}, number = {2}, issn = {1949-3045}, year = {2013}, pages = {211-225}, doi = {http://doi.ieeecomputersociety.org/10.1109/T-AFFC.2013.1}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } @InProceedings{banea-mihalcea-wiebe:2011:SAAIP, author = {Banea, Carmen and Mihalcea, Rada and Wiebe, Janyce}, title = {Sense-level Subjectivity in a Multilingual Setting}, booktitle = {Proceedings of the Workshop on Sentiment Analysis where AI meets Psychology (SAAIP 2011)}, month = {November}, year = {2011}, address = {Chiang Mai, Thailand}, publisher = {Asian Federation of Natural Language Processing}, pages = {44--50}, url = {http://www.aclweb.org/anthology/W11-3707} } @InProceedings{miura-EtAl:2014:SemEval, author = {Miura, Yasuhide and Sakaki, Shigeyuki and Hattori, Keigo and Ohkuma, Tomoko}, title = {TeamX: A Sentiment Analyzer with Enhanced Lexicon Mapping and Weighting Scheme for Unbalanced Data}, booktitle = {Proceedings of the 8th International Workshop on Semantic Evaluation (SemEval 2014)}, month = {August}, year = {2014}, address = {Dublin, Ireland}, publisher = {Association for Computational Linguistics and Dublin City University}, pages = {628--632}, url = {http://www.aclweb.org/anthology/S14-2111} } @inproceedings{CASELLI12.1111.L12-1656, author = {Tommaso Caselli and Irene Russo and Francesco Rubino}, url = {http://www.lrec-conf.org/proceedings/lrec2012/pdf/1111_Paper.pdf}, note = {ACL Anthology Identifier: L12-1656}, title = {Assigning Connotation Values to Events}, booktitle = {Proceedings of the Eighth International Conference on Language Resources and Evaluation (LREC-2012)}, year = {2012}, month = {May}, address = {Istanbul, Turkey}, editor = {Nicoletta Calzolari and Khalid Choukri and Thierry Declerck and Mehmet U\u{g}ur Do\u{g}an and Bente Maegaard and Joseph Mariani and Jan Odijk and Stelios Piperidis}, publisher = {European Language Resources Association (ELRA)}, isbn = {978-2-9517408-7-7}, language = {English}, pages = {3082--3089} } @InProceedings{deng-wiebe:2015:EMNLP, author = {Deng, Lingjia and Wiebe, Janyce}, title = {Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models}, booktitle = {Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing}, month = {September}, year = {2015}, address = {Lisbon, Portugal}, publisher = {Association for Computational Linguistics}, pages = {179--189}, url = {http://aclweb.org/anthology/D15-1018} } @InProceedings{zhang-EtAl:2016:N16-11, author = {Zhang, Justine and Kumar, Ravi and Ravi, Sujith and Danescu-Niculescu-Mizil, Cristian}, title = {Conversational Flow in Oxford-style Debates}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {136--141}, url = {http://www.aclweb.org/anthology/N16-1017} } @InProceedings{yu-EtAl:2016:N16-11, author = {Yu, Liang-Chih and Lee, Lung-Hao and Hao, Shuai and Wang, Jin and He, Yunchao and Hu, Jun and Lai, K. Robert and Zhang, Xuejie}, title = {Building Chinese Affective Resources in Valence-Arousal Dimensions}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {540--545}, url = {http://www.aclweb.org/anthology/N16-1066} } @InProceedings{wiegand-schulder-ruppenhofer:2016:N16-1, author = {Wiegand, Michael and Schulder, Marc and Ruppenhofer, Josef}, title = {Separating Actor-View from Speaker-View Opinion Expressions using Linguistic Features}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {778--788}, url = {http://www.aclweb.org/anthology/N16-1092} } @InProceedings{wiegand-bocionek-ruppenhofer:2016:N16-1, author = {Wiegand, Michael and Bocionek, Christine and Ruppenhofer, Josef}, title = {Opinion Holder and Target Extraction on Opinion Compounds -- A Linguistic Approach}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {800--810}, url = {http://www.aclweb.org/anthology/N16-1094} } @InProceedings{kiritchenko-mohammad:2016:N16-11, author = {Kiritchenko, Svetlana and Mohammad, Saif M.}, title = {Capturing Reliable Fine-Grained Sentiment Associations by Crowdsourcing and Best--Worst Scaling}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {811--817}, url = {http://www.aclweb.org/anthology/N16-1095} } @InProceedings{kiritchenko-mohammad:2016:N16-12, author = {Kiritchenko, Svetlana and Mohammad, Saif M.}, title = {Sentiment Composition of Words with Opposing Polarities}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {1102--1108}, url = {http://www.aclweb.org/anthology/N16-1128} } @InProceedings{ferreira-vlachos:2016:N16-1, author = {Ferreira, William and Vlachos, Andreas}, title = {Emergent: a novel data-set for stance classification}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {1163--1168}, url = {http://www.aclweb.org/anthology/N16-1138} } @InProceedings{persing-ng:2016:N16-1, author = {Persing, Isaac and Ng, Vincent}, title = {End-to-End Argumentation Mining in Student Essays}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {1384--1394}, url = {http://www.aclweb.org/anthology/N16-1164} } @InProceedings{alkhatib-EtAl:2016:N16-1, author = {Al-Khatib, Khalid and Wachsmuth, Henning and Hagen, Matthias and K\"{o}hler, Jonas and Stein, Benno}, title = {Cross-Domain Mining of Argumentative Text through Distant Supervision}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {1395--1404}, url = {http://www.aclweb.org/anthology/N16-1165} } @InProceedings{canobasave-he:2016:N16-1, author = {Cano-Basave, Amparo Elizabeth and He, Yulan}, title = {A Study of the Impact of Persuasive Argumentation in Political Debates}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {1405--1413}, url = {http://www.aclweb.org/anthology/N16-1166} } @InProceedings{zhang-litman:2016:N16-1, author = {Zhang, Fan and Litman, Diane}, title = {Using Context to Predict the Purpose of Argumentative Writing Revisions}, booktitle = {Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, month = {June}, year = {2016}, address = {San Diego, California}, publisher = {Association for Computational Linguistics}, pages = {1424--1430}, url = {http://www.aclweb.org/anthology/N16-1168} }