Data mining and warehousing

Preface......Page 8
Contents......Page 12
1.1 Introduction
......Page 16
1.2 Data Mining Definitions
......Page 17
1.4 Applications of Data Mining
......Page 18
1.5 Data Warehousing and Characteristics
......Page 19
1.6 Data Warehouse Architecture
......Page 21
Exercise
......Page 22
2.2 What is Learning?
......Page 23
2.3 Anatomy of Data Mining
......Page 24
2.4 Different Types of Knowledge
......Page 27
Exercise
......Page 28
3.1 Introduction
......Page 29
3.3 Stages of the Data Mining Process
......Page 30
3.5 Architecture of Data Mining
......Page 35
Exercise
......Page 37
4.3 Neural Networks
......Page 38
4.4 Decision Trees
......Page 39
4.5 Genetic Algorithm
......Page 47
4.6 Clustering
......Page 49
4.7 Online Analytic Processing (OLAP)
......Page 60
4.8 Association Rules
......Page 61
4.9 Emerging Trends in Data Mining
......Page 67
Exercise
......Page 68
5.1 Applications of Data Mining
......Page 69
5.2 Future Scope
......Page 74
5.3 Data Mining Products
......Page 76
Exercise
......Page 77
6.1 The Calculations for Memory Capacity
......Page 78
6.3 Fundamental of Database
......Page 80
6.4 OLAP And OLAP Server
......Page 83
6.5 Data Warehouses, OLTP, OLAP and Data Mining
......Page 84
Exercise
......Page 86
7.2 The Central Data Warehouse
......Page 87
7.3 Data Warehousing Objects
......Page 89
7.4 Goals of Data Warehouse Architecture
......Page 92
7.5 Data Warehouse Users
......Page 93
7.6 Design the Relational Database and OLAP Cubes
......Page 94
7.7 Data Warehousing Schemas
......Page 96
Exercise
......Page 100
8.2 Hardware Partitioning
......Page 101
8.3 RAID Levels
......Page 103
8.4 Software Partitioning Methods
......Page 107
Exercise
......Page 109
9.2 Data Mart
......Page 110
9.3 Meta Data
......Page 111
Exercise
......Page 115
10.2 Types of Backup
......Page 116
10.3 Backup the Data Warehouse
......Page 117
10.4 Data Warehouse Recovery Models
......Page 119
Exercise
......Page 120
11.2 Prioritized Tuning Steps
......Page 121
11.5 Future of the Data Warehouse
......Page 123
Exercise
......Page 124
Appendix A Glossary......Page 125
Appendix B Multiple Choice Questions
......Page 130
Appendix C Questions & Answers
......Page 132
Appendix D Model Question Papers
......Page 135
Bibliography......Page 140
Index......Page 142