Data Mining資料探勘

 

BD15184_

 

Instructor

 陳良弼教授

Teaching Assistant

 

Lecture Time

Tuesday, 3:10 ~ 6:00 pm

Office Hour

 

Syllabus

syllabus

Announcement

參考資料:An Online Classifier for Enhancing the Accuracy of Multimedia Data Retrieval

參考資料:課本勘誤表

參考資料:Efficient Frequent Sequence Mining by a Dynamic Strategy Switching Algorithm

Course Contents

Chapter 1: Introduction

Chapter 2: Data

Chapter 3: Data exploration

Classification: Numerical classifiers

Index methods, curse of dimensionality, and classifiers

Chapter 4: Basic classification

Chapter 6: Association analysis

Chapter 6: Association analysis 2

Chapter 7: Extended association analysis

Frequent sequence mining

Chapter 7: Extended association analysis (updated)

Chapter 8: Cluster analysis: basic concepts and algorithm  (updated)

Chapter 10: Anomaly Detection

Music Recommendation System

Homework

 

Textbook相關連結:http://www-users.cs.umn.edu/~kumar/dmbook/index.php