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Jiawei Han and Micheline Kamber

Data Mining: Concepts and Techniques, 2nd ed.

The Morgan Kaufmann Series in Data Management Systems, Jim Gray, Series Editor
Morgan Kaufmann Publishers, March 2006. ISBN 1-55860-901-6


Bibliographic Notes and Bibliography (in pdf)

Chapter 1. Introduction

Chapter 2. Data Preprocessing

Chapter 3. Data Warehouse and OLAP Technology: An Overview

Chapter 4. Data Cube Computation and Data Generalization

Chapter 5. Mining Frequent Patterns, Associations, and Correlations

Chapter 6. Classification and Prediction

Chapter 7. Cluster Analysis

Chapter 8.  Mining Stream, Time-Series, and Sequence Data

Chapter 9. Graph Mining, Social Network Analysis and Multirelational Data Mining

Chapter 10. Mining Object, Spatial, Multimedia, Text, and Web Data

Chapter 11. Applications and Trends in Data Mining


Data Mining Course Supplementary Reading List (wherein many of the references cited in the Bibliographic Notes are available)

 


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