Data mining concepts and techniques

The increasing volume of data in modern business and science calls for more complex and sophisticated tools. Although advances in data mining technology have made extensive data collection much easier, it's still always evolving and there is a constant need for new techniques and tools that can...

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Bibliographic Details
Main Author: Han, Jiawei
Other Authors: Kamber, Micheline, Pei, Jian
Format: eBook
Language:English
Published: Burlington Elsevier Science 2011, 2011
Edition:3rd ed
Series:Morgan Kaufmann series in data mangement systems
Subjects:
Online Access:
Collection: Elsevier ScienceDirect eBooks - Collection details see MPG.ReNa
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245 0 0 |a Data mining  |h [electronic resource]  |h Elektronische Ressource  |b concepts and techniques  |c Jiawei Han, Micheline Kamber, Jian Pei 
250 |a 3rd ed 
260 |a Burlington  |b Elsevier Science  |c 2011, 2011 
300 |a online resource (744 pages)  |b illustrations 
505 0 |a Includes bibliographical references (pages 633-671) and index 
505 0 |a Concepts and Techniques; Copyright; Dedication; Table of Contents; Foreword; Foreword to Second Edition; Preface; Acknowledgments; About the Authors; Chapter 1. Introduction; Chapter 2. Getting to Know Your Data; Chapter 3. Data Preprocessing; Chapter 4. Data Warehousing and Online Analytical Processing; Chapter 5. Data Cube Technology; Chapter 6. Mining Frequent Patterns, Associations, and Correlations: Basic Concepts and Methods; Chapter 7. Advanced Pattern Mining; Chapter 8. Classification: Basic Concepts; Chapter 9. Classification: Advanced Methods 
505 0 |a Basic Concepts and MethodsChapter 11. Advanced Cluster Analysis; Chapter 12. Outlier Detection; Chapter 13. Data Mining Trends and Research Frontiers; Bibliography; Index 
653 |a Data mining 
653 |a Computer-assisted instruction 
653 |a Data mining / Handbooks, manuals, etc 
653 |a Computer science 
653 |a Data mining / fast / (OCoLC)fst00887946 
653 |a Computer-assisted instruction 
653 |a Data mining / Handbooks, manuals, etc 
653 |a Computer science 
653 |a Electronic books 
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700 1 |a Pei, Jian 
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520 |a The increasing volume of data in modern business and science calls for more complex and sophisticated tools. Although advances in data mining technology have made extensive data collection much easier, it's still always evolving and there is a constant need for new techniques and tools that can help us transform this data into useful information and knowledge. Since the previous edition's publication, great advances have been made in the field of data mining. Not only does the third of edition of Data Mining: Concepts and Techniques continue the tradition of equipping you with an understandin