2009 Spring

Pattern Recognition

Instructor: Shih-Hung Wu

　

課號	課名	開課班級	上課時間地點
7793	圖形識別　 Pattern Recognition	資訊工程系碩士在職專班1A	Wed A-C　M-312

The goal of this course is to provide the students with a basic knowledge of pattern recognition. The students will realize the following concepts in the course:
1.Classifiers based on Bayes decision theory
2.Linear/nonlinear classifiers
3.Feature selection
4.Feature generation
5.Context-dependent classification
6.System evaluation
7.Clustering algorithms 

Textbook:

Christopher M. Bishop, "Pattern Recognition and Machine Learning", Springer, 2006.

References：

Pattern Recognition (2nd ed.) by S. Theodoridis and K. Koutroumbas
Academic Press
全華圖書

Pattern Classification (2nd ed.)
by Richard O. Duda, Peter E. Hart and David G. Stork
Wiley Interscience
680 pages
ISBN: 0-471-05669-3
歐亞書局

投影片：

Bishop: Official slides

    Theodoridis: Official slides

    Duda: Ch1, Ch2_1, Ch2_2, Ch2_3, Ch3_1, Ch3_2, Ch3_3, Ch4_1, Ch4_2, Ch2.11 Bayesian Network, Ch5, SVM, Ch6, CH10

Schedule

Week	Date	Event		Presentation list	Notes
1	2/18		Introduction	X
2	2/25		Bayesian Rule	X
3	3/4		Bayesian Decision, Normal Distribution	X
4	3/11			X
5	3/18		Maximum Likelihood
6	3/25		Maximum Likelihood
7	4/1		Hidden Markov Model
8	4/8		Hidden Markov Model
9	4/15	midterm		X	Open Book test
10	4/22		K-NN
11	4/29		Neural Network
12	5/6		Support Vector Machine
13	5/13		Template matching
14	5/20		Clustering
15	6/3		AdaBoost
16	6/10	Term Project Demo		期末專題口頭報告(準備投影片DEMO)
17	6/17	Term Project Demo		期末專題口頭報告(準備投影片DEMO)
18	6/24	Final Exam.		期末專題繳交書面報告

Homework

#1. Term Project Report Proposal (4/1 due)

#1. Term Project Report Draft (5/6 due)

Brief Presentation

20 min presentation and 5 min Q & A.

Term Project Report Presentation

10 min presentation and 5 min Q & A.

Term Project Report

Cover page, Introduction, model, dataset, system, discussion.

1. problem definition

2. Collect data

3. data -> feature vector   (X1, X2, ... , Xn) Class tag

4. train classifier

5. test

　

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Last update: 2006/10/02

shwu@cyut.edu.tw