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August 2001
8 x 9, 578 pp.
$68.00/£48.95 (CLOTH)
Short

ISBN-10:
0-262-08290-X
ISBN-13:
978-0-262-08290-7

Series
Adaptive Computation and Machine Learning
Bradford Books
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Principles of Data Mining
David J. Hand, Heikki Mannila and Padhraic Smyth

Full Contents
List of Tables
List of Figures
Series Foreword
Preface
Download Chapter as PDF Sample Chapter - Download PDF (64 KB)
1Introduction
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2Measurement and Data
3Visualizing and Exploring Data
4Data Analysis and Uncertainty
5A Systematic Overview of Data Mining Algorithms
6Models and Patterns
7Score Functions for Data Mining Algorithms
8Search and Optimization Methods
9Descriptive Modeling
10Predictive Modeling for Classification
11Predictive Modeling for Regression
12Data Organization and Databases
13Finding Patterns and Rule
14Retrieval by Content
Appendix: Random Variables
References
Index
Download Chapter as PDF Sample Chapter - Download PDF (123 KB)
 
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