Data Mining: Concepts and Techniques

Data Mining: Concepts and Techniques by Jiawei Han


Authors
Jiawei Han
ISBN
9780123814791
Published
Binding
Hardcover
Pages
744
Dimensions
197 x 240mm

7 3/4 X 9 7/16 in
1 Introduction

1 What Motivated Data Mining? Wh y Is It Important?

2 So, What Is Data Mining?

3 Dat a Mining--On What Kind of Data?

4 Data Mining Functionalities ?What Kinds of Patterns Can Be Mined?

5 Are All of the Patter ns Interesting?

6 Classification of Data Mining Systems

< br>7 Data Mining Task Primitives

8 Integration of a Data M ining System with a Database or Data Warehouse System

9 Major Issues in Data Mining

10 Summary

Exercises

Bibliographic Notes

Chapter 2. Getting to Kno w Your Data

1. Types of Data Sets and Attribute Values

2. Basic Statistical Descriptions of Data

3. Data Visualiza tion

4. Measuring Data Similarity

5. Summary

Exercises

Bibliographic Notes

Chapter 3. Preprocessing: Data Reduction, Transformation, and Integration

1. Data Quality

2. Major Tasks in Data Preprocessing

3. Data Reduction

4. Data Transformation and Data Discret
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