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Advanced Algorithms in Computational Biology (C3)

 

Semester: Spring 2012, TIGP-BP
Place
: Institute of Information Science, Academia Sinica, New Building, Rm. 107
Time: Friday Afternoons,  2:00-5:00 PM

References:

1. Pattern Classification (Duda, Harg, and Stork, 2001)  

2. An Introduction to Support Vector Machines and Other Kernel-based Learning Methods  

   (Cristianini and Shawe-Taylor, 2000)    

    3. First Course in Database Systems (3rd Edition, Ullman and Widom, 2007)

 

Week

Date

Topics

Lecturers

Slides

Online

Others

1

2012/02/24

Database: An Overview

Chi-Yao Tseng

 

 

2

2012/03/02

Introduction to Data Mining

Chi-Yao Tseng

 

 

3

2012/03/09

 

Data Classification: Overview

 

Yuh-Jye Lee

 

 

4

2012/03/16

Optimization Algorithms

Wen-Liang Hwang

 

 

5

2012/03/22(Thu.)3:15-6:15

Support Vector Machines and Large Margin @Rm.106

Hsuan-Tien Lin

 

 

6

2012/03/29(Thu.)3:15-6:15

Kernel Methods @Rm.101

Hsuan-Tien Lin

 

 

7

2012/04/06

Lab – LibSVM and Weka

Jyh-Ying Peng

 

 

 

8

2012/04/13

Review week

 

 

 

 

9

2012/04/20

Midterm Exam

 

 

 

 

10

2012/04/27

Advanced Genetic Algorithms and their Applications in Bioinformatics

Huai-Kuang Tsai

   

 

11

2012/05/04

Hidden Markov Models (I)

Hsin-Ming Wang

 

 

12

2012/05/11

Hidden Markov Models (II)

Hsin-Ming Wang

 

 

13

2012/05/18

Graphical Models (I)

Hsing-Kuo Pao

 

 

14

2012/05/25

Graphical Models (II)

Hsing-Kuo Pao

   

 

15

2012/06/01

Conditional Random Field

Tzong-Han Tsai

   

 

16

2012/06/08

Comparative & Evolutionary Genomics

Trees-Juen Chuang

   

 

17

2012/06/15

Review week

 

 

 

 

18

2012/06/22

Final Exam

 

 

 

 

 

 

Bioinformatics Program, TIGP , Academia Sinica , Taiwan c 2004 - 2011