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"这是一份详细的数据挖掘教程,名为《数据挖掘:概念与技术》第二版。这份教程提供了数据挖掘的基本概念、关键技术和最佳实践,适合初学者和专业人士阅读。无论是希望了解数据挖掘基础,还是希望深化对该领域的理解,这份教程都是一份宝贵的资源。
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The Morgan Kaufmann Series in Data Management Systems
Series Editor: Jim Gray, Microsoft Research
Data Mining: Concepts and Techniques, Second Edition
Jiawei Han and Micheline Kamber
Querying XML: XQuery, XPath, and SQL/XML in context
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Foundations of Multidimensional and Metric Data Structures
Hanan Samet
Database Modeling and Design: Logical Design, Fourth Edition
Toby J. Teorey, Sam S. Lightstone and Thomas P. Nadeau
Joe Celko’s SQL for Smarties: Advanced SQL Programming, Third Edition
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Moving Objects Databases
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uting and Markus Schneider
Joe Celko’s SQL Programming Style
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Data Mining: Practical Machine Learning Tools and Techniques, Second Edition
Ian Witten and Eibe Frank
Fuzzy Modeling and Genetic Algorithms for Data Mining and Exploration
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Data Modeling Essentials, Third Edition
Graeme C. Simsion and Graham C. Witt
Location-Based Services
Jochen Schiller and Agnès Voisard
Database Modeling with Microsft® Visio for Enterprise Architects
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Designing Data-Intensive Web Applications
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Mining the Web: Discovering Knowledge from Hypertext Data
Soumen Chakrabarti
Advanced SQL:II 1999—Understanding Object-Relational and Other Advanced Features
Jim Melton
Database Tuning: Principles, Experiments, and Troubleshooting Techniques
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SQL:1999—Understanding Relational Language Components
Jim Melton and Alan R. Simon
Information Visualization in Data Mining and Knowledge Discovery
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Transactional Information Systems: Theory, Algorithms, and Practice of Concurrency
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Gerhard Weikum and Gottfried Vossen
Spatial Databases: With Application to GIS
Philippe Rigaux, Michel Scholl, and Agnes Voisard
Information Modeling and Relational Databases: From Conceptual Analysis to Logical Design
Terry Halpin
Component Database Systems
Edited by Klaus R. Dittrich and Andreas Geppert
Managing Reference Data in Enterprise Databases: Binding Corporate Data to the Wider World
Malcolm Chisholm
Data Mining: Concepts and Techniques
Jiawei Han and Micheline Kamber
Understanding SQL and Java Together: A Guide to SQLJ, JDBC, and Related Technologies
Jim Melton and Andrew Eisenberg
Database: Principles, Programming, and Performance, Second Edition
Patrick and Elizabeth O’Neil
The Object Data Standard: ODMG 3.0
Edited by R. G. G. Cattell and Douglas K. Barry
Data on the Web: From Relations to Semistructured Data and XML
Serge Abiteboul, Peter Buneman, and Dan Suciu
Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations
Ian Witten and Eibe Frank
Joe Celko’s SQL for Smarties: Advanced SQL Programming, Second Edition
Joe Celko
Joe Celko’s Data and Databases: Concepts in Practice
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Developing Time-Oriented Database Applications in SQL
Richard T. Snodgrass
Web Farming for the Data Warehouse
Richard D. Hackathorn
Management of Heterogeneous and Autonomous Database Systems
Edited by Ahmed Elmagarmid, Marek Rusinkiewicz, and Amit Sheth
Object-Relational DBMSs: Tracking the Next Great Wave, Second Edition
Michael Stonebraker and Paul Brown,with Dorothy Moore
A Complete Guide to DB2 Universal Database
Don Chamberlin
Universal Database Management: A Guide to Object/Relational Technology
Cynthia Maro Saracco
Readings in Database Systems, Third Edition
Edited by Michael Stonebraker and Joseph M. Hellerstein
Understanding SQL’s Stored Procedures: A Complete Guide to SQL/PSM
Jim Melton
Principles of Multimedia Database Systems
V. S. Subrahmanian
Principles of Database Query Processing for Advanced Applications
Clement T. Yu and Weiyi Meng
Advanced Database Systems
Carlo Zaniolo, Stefano Ceri, Christos Faloutsos, Richard T. Snodgrass,
V. S. Subrahmanian, and Roberto Zicari
Principles of Transaction Processing
Philip A. Bernstein and Eric Newcomer
Using the New DB2: IBMs Object-Relational Database System
Don Chamberlin
Distributed Algorithms
Nancy A. Lynch
Active Database Systems: Triggers and Rules For Advanced Database Processing
Edited by Jennifer Widom and Stefano Ceri
Migrating Legacy Systems: Gateways, Interfaces, & the Incremental Approach
Michael L. Brodie and Michael Stonebraker
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
Transaction Processing: Concepts and Techniques
Jim Gray and Andreas Reuter
Building an Object-Oriented Database System: The Story of O
2
Edited by François Bancilhon, Claude Delobel, and Paris Kanellakis
Database Transaction Models for Advanced Applications
Edited by Ahmed K. Elmagarmid
A Guide to Developing Client/Server SQL Applications
Setrag Khoshafian, Arvola Chan, Anna Wong, and Harry K. T. Wong
The Benchmark Handbook for Database and Transaction Processing Systems, Second Edition
Edited by Jim Gray
Camelot and Avalon: A Distributed Transaction Facility
Edited by Jeffrey L. Eppinger, Lily B. Mummert, and Alfred Z. Spector
Readings in Object-Oriented Database Systems
Edited by Stanley B. Zdonik and David Maier
Data Mining:
Concepts and Techniques
Second Edition
Jiawei Han
University of Illinois at Urbana-Champaign
Micheline Kamber
A M S T E R D A M B O S T O N
H E I D E L B E R G L O N D O N
N E W Y O R K O X F O R D P A R I S
S A N D I E G O S A N F R A N C I S C O
S I N G A P O R E S Y D N E Y T O K Y O
Publisher Diane Cerra
Publishing Services Managers Simon Crump, George Morrison
Editorial Assistant Asma Stephan
Cover Design Ross Carron Design
Cover Mosaic
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Image Source/Getty Images
Composition diacriTech
Technical Illustration Dartmouth Publishing, Inc.
Copyeditor Multiscience Press
Proofreader Multiscience Press
Indexer Multiscience Press
Interior printer Maple-Vail Book Manufacturing Group
Cover printer Phoenix Color
Morgan Kaufmann Publishers is an imprint of Elsevier.
500 Sansome Street, Suite 400, San Francisco, CA 94111
This book is printed on acid-free paper.
c
2006 by Elsevier Inc. All rights reserved.
Designations used by companies to distinguish their products are often claimed as trademarks or
registered trademarks. In all instances in which Morgan Kaufmann Publishers is aware of a claim,
the product names appear in initial capital or all capital letters. Readers, however, should contact
the appropriate companies for more complete information regarding trademarks and
registration.
No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any
form or by any means—electronic, mechanical, photocopying, scanning, or otherwise—without
prior written permission of the publisher.
Permissions may be sought directly from Elsevier’s Science & Technology Rights Department in
Oxford, UK: phone: (+44) 1865 843830, fax: (+44) 1865 853333, e-mail:
permissions@elsevier.co.uk. You may also complete your request on-line via the Elsevier homepage
(http://elsevier.com) by selecting “Customer Support” and then “Obtaining Permissions.”
Library of Congress Cataloging-in-Publication Data
Application submitted
ISBN 13: 978-1-55860-901-3
ISBN 10: 1-55860-901-6
For information on all Morgan Kaufmann publications, visit our Web site at
www.mkp.com or www.books.elsevier.com
Printed in the United States of America
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