Pattern Recognition (Fall 2022)

Administrative Matters

Instructor: Dr. Ying Shen (yingshen@tongji.edu.cn)

Evaluation: assignments (30%), project (60%), participation (10%)

Latest Notices

Lecture Slides

Slides

Related Materials

Introduction    Data

Tutorial 01

Tutorial 02

1. UCI Machine Learning Repository

2. A tutorial on Principal Components Analysis

3. Feature selection techniques in bioinformatics

Model evaluation and selection

Linear model

Tutorial 03    Lab 1

Assignment 1 due date: Oct. 6

fisherLDAExperiment.m

Decision Tree

Tutorial 04    

Decision tree implemented in matlab code

Source codes directory

Neural network

Assignment 2 due date:

SVM

Tutorial 05    Lab 2

Naive Bayes

Tutorial 07

Ensumble Learning

Clustering Analysis

Tutorial 06    

Assignment 3 due date:

Dimension Reduction

HMM

*Matlab Tutorial

Examples for Matlab Tutorial

A matlab tutorial document

Assignments

Notes:

1. Compress all files into a .zip file whose name is composed of student name and ID. (such as "ID_name_assignment1.zip")

2. Plagiarism is forbidden and resubmission is not allowed.

3. For the programming assignments, you can use any programming language as you like.

4. All the documents you hand in, including comments in the source codes, should be in English.

5. Submit your solutions to canvas

Final Projects

Notes:

1. Compress all files into a .rar or .zip file whose name is composed of student name and ID (such as "ID_name_project.zip").

2. All the documents you hand in should be in English.

Requirement details for the program and the report:

Project contents

Program (25 points)

Report (35 points)

Marking

Program:

Origninality of the selected topic or applied method (published since 2010) (5');

Performance (8')

Complexity(7')

Report:

1. (5'); 2. (8'); 3.(5'); 4. (7'); 5. (3'); Clarity (2')

Main References

《机器学习》

周志华

清华大学出版社

Other Related Materials

Pattern Classification

Richard O. Duda, Peter E. Hart, David G. Stork

模式识别

张学工

清华大学出版社

Created on: Sep. 11, 2018

Last updated on: Dec. 25, 2019