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Data Mining

Practical Machine Learning Tools and Techniques

The Morgan Kaufmann Series in Data Management Systems

Series Editor: Jim Gray, Microsoft Research

Data Mining: Practical Machine Learning

Tools and Techniques, Second Edition

Ian H. Witten and Eibe Frank

Understanding SQL and Java Together: A

Guide to SQLJ, JDBC, and Related

Technologies

Jim Melton and Andrew Eisenberg

Principles of Database Query Processing for

Advanced Applications

Clement T. Yu and Weiyi Meng

Fuzzy Modeling and Genetic Algorithms for

Data Mining and Exploration

Earl Cox

Database: Principles, Programming, and

Performance, Second Edition

Patrick O’Neil and Elizabeth O’Neil

Advanced Database Systems

Carlo Zaniolo, Stefano Ceri, Christos

Faloutsos, Richard T. Snodgrass, V. S.

Subrahmanian, and Roberto Zicari

Data Modeling Essentials, Third Edition

Graeme C. Simsion and Graham C. Witt

The Object Data Standard: ODMG 3.0

Edited by R. G. G. Cattell, Douglas K.

Barry, Mark Berler, Jeff Eastman, David

Jordan, Craig Russell, Olaf Schadow,

Torsten Stanienda, and Fernando Velez

Principles of Transaction Processing for the

Systems Professional

Philip A. Bernstein and Eric Newcomer

Location-Based Services

Jochen Schiller and Agnès Voisard

Using the New DB2: IBM’s Object-Relational

Database System

Don Chamberlin

Database Modeling with Microsoft® Visio for

Enterprise Architects

Terry Halpin, Ken Evans, Patrick Hallock,

and Bill Maclean

Data on the Web: From Relations to

Semistructured Data and XML

Serge Abiteboul, Peter Buneman, and Dan

Suciu

Distributed Algorithms

Nancy A. Lynch

Designing Data-Intensive Web Applications

Stefano Ceri, Piero Fraternali, Aldo Bongio,

Marco Brambilla, Sara Comai, and

Maristella Matera

Data Mining: Practical Machine Learning

Tools and Techniques with Java

Implementations

Ian H. Witten and Eibe Frank

Active Database Systems: Triggers and Rules

For Advanced Database Processing

Edited by Jennifer Widom and Stefano Ceri

Mining the Web: Discovering Knowledge

from Hypertext Data

Soumen Chakrabarti

Joe Celko’s SQL for Smarties: Advanced SQL

Programming, Second Edition

Joe Celko

Migrating Legacy Systems: Gateways,

Interfaces & the Incremental Approach

Michael L. Brodie and Michael Stonebraker

Advanced SQL: 1999—Understanding

Object-Relational and Other Advanced

Features

Jim Melton

Joe Celko’s Data and Databases: Concepts in

Practice

Joe Celko

Atomic Transactions

Nancy Lynch, Michael Merritt, William

Weihl, and Alan Fekete

Query Processing For Advanced Database

Systems

Edited by Johann Christoph Freytag, David

Maier, and Gottfried Vossen

Database Tuning: Principles, Experiments,

and Troubleshooting Techniques

Dennis Shasha and Philippe Bonnet

Developing Time-Oriented Database

Applications in SQL

Richard T. Snodgrass

SQL: 1999—Understanding Relational

Language Components

Jim Melton and Alan R. Simon

Web Farming for the Data Warehouse

Richard D. Hackathorn

Transaction Processing: Concepts and

Techniques

Jim Gray and Andreas Reuter

Database Modeling & Design, Third Edition

To b y J . Te o r e y

Information Visualization in Data Mining

and Knowledge Discovery

Edited by Usama Fayyad, Georges G.

Grinstein, and Andreas Wierse

Building an Object-Oriented Database

System: The Story of O 2

Edited by François Bancilhon, Claude

Delobel, and Paris Kanellakis

Management of Heterogeneous and

Autonomous Database Systems

Edited by Ahmed Elmagarmid, Marek

Rusinkiewicz, and Amit Sheth

Transactional Information Systems: Theory,

Algorithms, and the Practice of Concurrency

Control and Recovery

Gerhard Weikum and Gottfried Vossen

Database Transaction Models For Advanced

Applications

Edited by Ahmed K. Elmagarmid

Object-Relational DBMSs: Tracking the Next

Great Wave, Second Edition

Michael Stonebraker and Paul Brown, with

Dorothy Moore

A Guide to Developing Client/Server SQL

Applications

Setrag Khoshaﬁan, Arvola Chan, Anna

Wong, and Harry K. T. Wong

Spatial Databases: With Application to GIS

Philippe Rigaux, Michel Scholl, and Agnès

Voisard

A Complete Guide to DB2 Universal

Database

Don Chamberlin

Information Modeling and Relational

Databases: From Conceptual Analysis to

Logical Design

Terry Halpin

The Benchmark Handbook For Database

and Transaction Processing Systems, Second

Edition

Edited by Jim Gray

Universal Database Management: A Guide

to Object/Relational Technology

Cynthia Maro Saracco

Component Database Systems

Edited by Klaus R. Dittrich and Andreas

Geppert

Readings in Database Systems, Third Edition

Edited by Michael Stonebraker and Joseph

M. Hellerstein

Camelot and Avalon: A Distributed

Transaction Facility

Edited by Jeffrey L. Eppinger, Lily B.

Mummert, and Alfred Z. Spector

Managing Reference Data in Enterprise

Databases: Binding Corporate Data to the

Wider World

Malcolm Chisholm

Understanding SQL’s Stored Procedures: A

Complete Guide to SQL/PSM

Jim Melton

Readings in Object-Oriented Database

Systems

Edited by Stanley B. Zdonik and David

Maier

Data Mining: Concepts and Techniques

Jiawei Han and Micheline Kamber

Principles of Multimedia Database Systems

V. S. Subrahmanian

Data Mining

Practical Machine Learning Tools and Techniques,

Second Edition

Ian H. Witten

Department of Computer Science

University of Waikato

Eibe Frank

Department of Computer Science

University of Waikato

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Library of Congress Cataloging-in-Publication Data

Witten,I.H.(Ian H.)

Data mining : practical machine learning tools and techniques / Ian H. Witten, Eibe

Frank. – 2nd ed.

p. cm. – (Morgan Kaufmann series in data management systems)

Includes bibliographical references and index.

ISBN: 0-12-088407-0

1. Data mining. I. Frank, Eibe. II. Title. III. Series.

QA76.9.D343W58 2005

006.3–dc22

2005043385

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