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Jiawei Han, Micheline Kamber & Jian Pei

Data Mining: Concepts and Techniques, 3^rd ed.

The Morgan Kaufmann Series in Data Management Systems, Jim Gray, Series Editor
Morgan Kaufmann Publishers, May 2011.

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Slides in PowerPoint form (will be updated without notice!)

Chapter 1. Introduction

Chapter 2. Know Your Data

Chapter 3. Data Preprocessing

Chapter 4. Data Warehousing and On-Line Analytical Processing

Chapter 5. Data Cube Technology

Chapter 6. Mining Frequent Patterns, Associations and Correlations: Basic Concepts and

Methods

Chapter 7. Advanced Frequent Pattern Mining

Chapter 8. Classification: Basic Concepts

Chapter 9. Classification: Advanced Methods

Chapter 10. Cluster Analysis: Basic Concepts and Methods

Chapter 11. Cluster Analysis: Advanced Methods

Chapter 12. Outlier Analysis

Chapter 13. Trends and Research Frontiers in Data Mining

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Back to Jiawei Han's Home Page

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Back to the Home Page of Data and Information Systems Research Laboratory, Computer Science, University of Illinois at Urbana-Champaign