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Saeed Amizadeh
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Last modified on:
Dec. 25, 2008
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Academic Homepage of Saeed
Amizadeh
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Hello! You are now about to learn
more about me (the person in the picture). My name is
Saeed Amizadeh. I'm a
second year Ph.D. student of
Intelligent Systems Program at
Department of Computer Science at
University of Pittsburgh.
I'm currently
advised by Dr. Marek J.
Druzdzel and my primary research interests include Machine
Learning, Probabilistic Graphical Models, Causal Discovery and Data
Mining. To learn
more about my academic profile, please see my
CV.
Contact Me:
Emails:
saa63 at pitt dot edu
MyFirstName at cs dot pitt dot
edu
MyFirstName dot MyLastName at gmail
dot com
Work Mailing Address:
5108 Sennott Sq.
210 S. Bouquet St.
Pittsburgh, PA 15260 |
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Education
Master of Science
(expected),
Intelligent Systems
Program, University of Pittsburgh,
Pittsburgh, U.S., Apr. 2009
Concentration: Intelligent Systems
GPA: A (as of Dec. 2008)
Master of Science,
Computer Engineering,
University of Tehran, Tehran, Iran,
Jun. 2007
Concentration: Artificial Intelligence & Robotics
GPA: 18.07/20.00
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Thesis Title: A Bayesian Approach
to Hierarchical Concept Learning (as a part of
BACS project at
ETH Zurich)
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Advisor: Prof. Majid Nili
Ahmadabadi
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Co-advisor: Prof. Babak N. Araabi
Bachelor of Science,
Computer Engineering,
University of Tehran, Tehran, Iran,
Jun. 2004
Concentration: Software Engineering
GPA: 16.80/20.00 (summa cum laude
graduate)
High School Diploma,
Mathematics & Physics,
Allameh Helli High School (A member
of Iran's National Organization for Development of Exceptional
Talents a.k.a. SAMPAD)
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Research Interests
- Machine Learning:
Probabilistic Graphical Models, Causal Discovery, Decision Making
under Uncertainty, Reinforcement Learning, Data Mining, Spectral
Data Analysis
- Machine Vision & Image
Processing: Visual Cognition & Perception, Object Tracking,
Visual Surveillance, Filtering
- Theoretical Computer Science:
Graph Theory, Spectral Graph Theory, Theory of Computation, Computational Geometry
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Publications
Journal Papers:
Conference Papers:
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S. Amizadeh, M. Nili
Ahmadabadi, B. N. Araabi and R. Siegwart, “A Bayesian Approach
to Conceptualization Using Reinforcement Learning”, in
IEEE/ASME International Conference on Advanced Intelligent
Mechatronics (AIM), Switzerland, Sep. 2007.
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S. Amizadeh, M. Nili
Ahmadabadi, C. Lucas, “Bayesian Continuous-State Reinforcement
Learning”, in Proc. of International Computer Society of
Iran Computer Conference (CSICC07), pp: 1515-1521, Tehran,
Iran, Feb. 2007.
Submitted and
Unpublished Papers:
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H. Firouzi, M. Nili
Ahmadabadi, B. N. Araabi, M. S. Mirian, S. Amizadeh and
R. Siegwart, “Interactive Learning
in Continuous Multimodal Space: A Bayesian Approach to Action
based Conceptualization for Robotic Applications”, Submitted
to Autonomous Robots, 2008.
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S. Amizadeh
and Milos Hauskrecht, “Accelerating
RL with Randomly-generated Macro Actions”, University of
Pittsburgh, 2008.
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S. Amizadeh,
M. Nili Ahmadabadi, H. Firouzi, B. N. Araabi, and R. Siegwart, “Concurrent
Concept Learning in Multiple Perceptual Spaces: A Bayesian
Approach”, University of Tehran, 2007.
Technical Reports in
Farsi:
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S. Amizadeh, “A
Bayesian Approach to Hierarchical Concept Learning”, M.S.
thesis, University of Tehran, Jul. 2007 [in Farsi].
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S. Amizadeh and F. Rastegar, “Finding the Nash Equilibrium in the Cooperative
Game of Parties’ Federation Using a Special-Purpose Genetic
Algorithm”, Mar. 2006 [in Farsi].
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S. Amizadeh, “Hidden
Markov Models and Their Application in Machine Learning: A Survey”,
Sep. 2005 [in Farsi].
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S. Amizadeh, “Graph-based
Skeletonizing of the Scattered Shapes in Image Using Competitive
Neural Networks in Combination with the Voronoi Algorithm”,
May 2005 [in Farsi].
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S. Amizadeh, “Fuzzy
Clustering: A Survey”, Dec. 2004 [in Farsi].
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Awards & Honors
- Awarded ISP Fellowship, Intelligent Systems Program,
University of Pittsburgh, 2007-2008
- Ranked 32nd among 15,000 participants in the Iranian
National Entrance Exam for M.S. in Computer Engineering (i.e.,
comparable to GRE Subject test), 2004
- Graduated summa cum laude: ranked 3rd among graduates of
Computer Engineering at the University of Tehran, 2004
- Secured 3rd place in American Open Robocup Competitions:
The Coach Simulation League, the Thunder Team, Carnegie
Mellon University, USA, 2003
- Secured 5th place in International Robocup Competitions:
The Coach Simulation League, the Thunder Team, Padova
University, Italy, 2003
- Awarded FOE (i.e., an annual grant to top students of the
Faculty of Engineering at the University of Tehran), 2002
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Major Graduate Courses
Carnegie Mellon University:
- Probabilistic Graphical Models (10-708), Fall 2008 (Grade: A-)
University of Pittsburgh:
- Machine Learning, Spring 2008 (Grade: A)
- Decision Analysis and Decision Support Systems, Spring 2008
(Grade: A+)
- Theory of Learning Algorithms, Fall 2007 (Grade: A)
- Natural Language Processing, Fall 2007 (Grade: A)
University of Tehran:
- Stochastic Systems Control, Fall 2005 (Grade: 20.00/20.00)
- Distributed Artificial Intelligence, Spring 2005 (Grade:
19.50/20.00)
- Machine Vision, Spring 2005 (Grade: 19.50/20.00)
- Pattern Recognition, Fall 2004 (Grade: 14.50/20.00)
- Fuzzy Logic, Fall 2004 (Grade: 16.50/20.00)
- Robotics, Fall 2004 (Grade: 16.00/20.00)
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Work Experience
RESEARCH ASSISTANT,
BLU Lab, University
of Pittsburgh, Pittsburgh 2008-present
Developing information extraction approaches dealing with
temporality in medical reportsTRACKING SYSTEM DESIGNER,
iVisioTech SA Company,
Tehran, 2006-2007
Developed background modeling, tracking and occlusion detection
methods for a real-time visual surveillance system
RESEARCH ASSISTANT,
AI & Robotics Lab,
University of Tehran, Tehran 2004-2006
Developed mobile robot vision and navigation methods
SOFTWARE ARCHITECT AND DESIGNER, DPE Company, Tehran, 2003-2004
Developed a big Information System project
TEACHING ASSISTANTSHIPS
University of Tehran, Tehran (2002-2006)
- Artificial Intelligence (Spring 2006 & Spring 2003).
- Operating Systems (Spring 2003).
- Advanced Programming (Spring 2003).
- Computer Fundamentals (Fall 2003).
- Compiler Design (Fall 2002).
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Skills
- Languages: Farsi (native), English (fluent - TOEFL Score:
637, TWE: 5.5)
- Programming Languages: C/C++, Java, C#, MATLAB, SQL,
Lisp, Prolog, Pascal
- Programming Libraries: Boost, Weka, igraph, SMILE, OpenCV
and OpenGL
- Mobile Robots: E-puck
Robots
- Operating Systems: Mac OS X, Linux and Microsoft Windows
- Database Management Systems: Microsoft SQL Server 2000
and MySql
- General Applications: Microsoft Office, TEX/LATEX,
Eclipse
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Hobbies
Argentine Tango:I love dancing tango! Currently, I'm the
vice-president of
Panther Tango Club at University of Pittsburgh.
Argentine Tango in Pittsburgh:
T a n g u e r o s U n i d o s
Panther Tango Club
Pgh Tango Connection
Pittsburgh Tangueros
PATangoS
CMU Ballroom
Dance Club
Music:
I'm a great fan of music. My favorite music genres are basically
Classical (esp. Baroque and Romantic), Metal, Hard Rock, Dark
Electro/Ambient, New Age and Tango music. Some of my favorite bands
are
Summoning,
Die Verbannten Kinder Evas,
Pink Floyd,
Elend,
Chris Rea,
Dargaard,
Nour Ensemble,
Ice Ages,
Juno Reactor,
Falkenbach
and ...
Music in Pittsburgh:
Renaissance & Baroque Society of
Pittsburgh
Pittsburgh Symphony Orchestra
Cuidado
Tangueros de Ley
I also
have a passion for painting, although I have not practiced it
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