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Data mining : practical machine learning tools and techniques / Ian H. Witten, Eibe Frank, Mark A. Hall
(Morgan Kaufmann series in data management systems)
| データ種別 | 電子ブック |
|---|---|
| 著者標目 | *Witten, I. H author Frank, Eibe author Hall, Mark A author |
| 出版情報 | Burlington, MA : Morgan Kaufmann , �2011 |
書誌詳細を非表示
| 版 | 3rd ed. |
|---|---|
| 巻次 | ISBN:9780123748560 ISBN:0123748569 ISBN:9780080890364 ISBN:0080890369 XISBN:9780123748560 XISBN:0123748569 |
| 大きさ | 1 online resource (xxxiii, 629 pages) : illustrations |
| 一般注記 | Print version record Data Mining: Practical Machine Learning Tools and Techniques 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. This highly anticipated third edition of the most acclaimed work on data mining and machine learning will teach you everything you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining. Thorough updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including new material on Data Transformations, Ensemble Learning, Massive Data Sets, Multi-instance Learning, plus a new version of the popular Weka machine learning software developed by the authors. Witten, Frank, and Hall include both tried-and-true techniques of today as well as methods at the leading edge of contemporary research What's it all about? -- Input : concepts, instances, and attributes -- Output : knowledge representation -- Algorithms : the basic methods -- Credibility : evaluating what's been learned -- Implementations : real machine learning schemes -- Data transformation -- Ensemble learning -- Moving on : applications and beyond -- Introduction to Weka -- The explorer -- The knowledge flow interface -- The experimenter -- The command-line interface -- Embedded machine learning -- Writing new learning schemes -- Tutorial exercises for the weka explorer Includes bibliographical references and index Elsevier ScienceDirect All Books HTTP:URL=https://www.sciencedirect.com/science/book/9780123748560 |
| 件 名 | LCSH:Data mining FREE:COMPUTERS -- Database Management -- Data Mining 全ての件名で検索 FREE:Data mining MESH:Data Mining FREE:Electronic books |
| 分 類 | LCC:QA76.9.D343 DC22:006.3/12 |
| 書誌ID | OB00007456 |
| ISBN | 9780123748560 |