Practical Applications of Data Mining

Contents

Preface xi

Foreword by Murat M. Tanik xvii

Foreword by John Kocur xix

Chapter 1 Introduction to Data Mining 1

1.1 Traditional Database Management Systems 1

1.2 Knowledge Discovery in Databases 3

1.2.1 Pre-Processing 5

1.2.2 Data Warehousing 6

1.2.3 Post-Processing 6

1.3 Data-Mining Methods 6

1.3.1 Association Rules 7

1.3.2 Classification Learning 8

1.3.3 Statistical Data Mining 10

1.3.4 Rough Sets for Data Mining 11

1.3.5 Neural Networks for Data Mining 12

1.3.6 Clustering for Data Mining 14

1.3.7 Fuzzy Sets for Data Mining 16

1.4 Integrated Framework for Intelligent Databases 17

1.5 Practical ...