Jiawei Han, Jian Pei and Hanghang Tong
Data Mining: Concepts and Techniques, 4th ed.
Morgan Kaufmann Publishers 2023. ISBN 978-0-12-811760-6


Slides in PowerPoint

Chapter 1: Introduction

Chapter 2: Data, measurements, and data preprocessing

Chapter 3: Data warehousing and online analytical processing

Chapter 4: Pattern mining: basic concepts and methods

Chapter 5: Pattern mining: advanced methods

Chapter 6: Classification: basic concepts and methods

Chapter 7: Classification: advanced methods

Chapter 8: Cluster analysis: basic concepts and methods

Chapter 9: Cluster analysis: advanced methods

Chapter 10: Deep learning

Chapter 11: Outlier detection

Chapter 12: Data mining trends and research frontiers

 


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Back to Jiawei HanDepartment of Computer Science, University of Illinois at Urbana-Champaign