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<図書>
Data mining : practical machine learning tools and techniques with Java implementations

責任表示 Ian H. Witten, Eibe Frank
シリーズ The Morgan Kaufmann series in data management systems
データ種別 図書
出版情報 San Francisco, Calif. : Morgan Kaufmann , c2000
本文言語 英語
大きさ xxv, 371 p. : ill. ; 24 cm
概要 This book offers a thorough grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations. Inside, you'll l...arn all you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining including both tried-and-true techniques of the past and Java-based methods at the leading edge of contemporary research. If you're involved at any level in the work of extracting usable knowledge from large collections of data, this clearly written and effectively illustrated book will prove an invaluable resource. Complementing the authors' instruction is a fully functional platform-independent Java software system for machine learning, available for download. Apply it to the sample data sets provided to refine your data mining skills, apply it to your own data to discern meaningful patterns and generate valuable insights, adapt it for your specialized data mining applications, or use it to develop your own machine learning schemes. * Helps you select appropriate approaches to particular problems and to compare and evaluate the results of different techniques. * Covers performance improvement techniques, including input preprocessing and combining output from different methods. * Comes with downloadable machine learning software: use it to master the techniques covered inside, apply it to your own projects, and/or customize it to meet special needs. 続きを見る

所蔵情報



理系図1F 開架 007.64/W 79 2000
031212008500593


芸工図 2F 工学図書室 548.13/W79 2000
072032100000084

書誌詳細

一般注記 前付頁xxvi p.の刷もあり
Includes bibliographical references (p. 339-349) and index
著者標目 *Witten, I. H. (Ian H.)
Frank, Eibe
件 名 LCSH:Data mining
分 類 DC21:005.741
書誌ID 1000926292
ISBN 1558605525
NCID BA43864628
巻冊次 ISBN:1558605525 ; PRICE:£31.95
NBN B99V4481
登録日 2009.09.16
更新日 2009.09.18