4005-738-01: Pattern Recognition (RIT CS, Fall 2011)

RIT Department of Computer Science
4005-738-01 Pattern Recognition, Fall 2011




Lectures: 12:00 - 1:50pm Mondays and Wednesdays, GOL-3550 (Changed: ICL 3)
Instructor: Richard Zanibbi
Office hours: 2:00-3:50pm Tuesdays and Thursdays, GOL-3551

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Schedule

Please note the schedule and readings may change during the quarter. Any changes will be announced in-class.
Week Topics Notes
1 Overview, Probability and Decision Theory
Ch. 1
2 Linear Classifiers Wed: Assign 1 due
Ch. 4.1-4.3
3 (TBD) Wed: Assign 2 due
4 Neural Networks Wed: Project 1 assigned
Ch. 5.1-5.5
5 Support Vector Machines Wed: Assign 3 due
Ch. 6.1-6.2, 7.1
6 Principal Component Analysis, Dim. Reduction Wed: Project 1 due
Ch. 12.1, Sections from Theodoridis and Koutroumbas (TBA)
7 Clustering and Segmentation Wed: Project 2 assigned
Ch. 9, Sections of DHS Ch. 10
8 Structural Recognition (with examples from Math Notation Recognition) Wed: Assign 4 due
(Rabiner papers, research papers)
9 Classifier Ensembles and Co-Clustering Wed: Assign 5 due
Ch. 14, Excerpts from Kuncheva ("Combining Pattern Classifiers")
10 Final Project Presentations, Review Wed: Project 2 due
11 Final Exam Friday. Nov. 18 10:15am-12:15pm, Room GOL-3550 (regular classroom)