Data mining : practical machine learning tools and techniques / / Ian H. Witten, Eibe Frank, Mark A. Hall.
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Year of Publication: | 2011 |
Edition: | 3rd ed. |
Language: | English |
Online Access: | |
Physical Description: | xxxiii, 629 p. :; ill. |
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010 | |z 2010039827 | ||
020 | |z 9780123748560 (pbk.) | ||
020 | |z 0123748569 (pbk.) | ||
020 | |a 9780080890364 (electronic bk.) | ||
035 | |a (MiAaPQ)500634862 | ||
035 | |a (Au-PeEL)EBL634862 | ||
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040 | |a MiAaPQ |c MiAaPQ |d MiAaPQ | ||
050 | 4 | |a QA76.9.D343 |b W58 2011 | |
082 | 0 | 4 | |a 006.3/12 |2 22 |
100 | 1 | |a Witten, I. H. |q (Ian H.) | |
245 | 1 | 0 | |a Data mining |h [electronic resource] : |b practical machine learning tools and techniques / |c Ian H. Witten, Eibe Frank, Mark A. Hall. |
250 | |a 3rd ed. | ||
260 | |a Amsterdam : |b Elsevier/Morgan Kaufmann, |c 2011. | ||
300 | |a xxxiii, 629 p. : |b ill. | ||
504 | |a Includes bibliographical references and index. | ||
505 | 0 | |a Part I. Machine learning tools and techniques: 1. What's it all about?; 2. Input: concepts, instances, and attributes; 3. Output: knowledge representation; 4. Algorithms: the basic methods; 5. Credibility: evaluating what's been learned -- Part II. Advanced Data Mining: 6. Implementations: real machine learning schemes; 7. Data transformation; 8. Ensemble learning; 9. Moving on: applications and beyond -- Part III. The Weka Data MiningWorkbench: 10. Introduction to Weka; 11. The explorer -- 12. The knowledge flow interface; 13. The experimenter; 14 The command-line interface; 15. Embedded machine learning; 16. Writing new learning schemes; 17. Tutorial exercises for the weka explorer. | |
533 | |a Electronic reproduction. Ann Arbor, MI : ProQuest, 2015. Available via World Wide Web. Access may be limited to ProQuest affiliated libraries. | ||
650 | 0 | |a Data mining. | |
655 | 4 | |a Electronic books. | |
700 | 1 | |a Frank, Eibe. | |
700 | 1 | |a Hall, Mark A. | |
710 | 2 | |a ProQuest (Firm) | |
856 | 4 | 0 | |u https://ebookcentral.proquest.com/lib/oeawat/detail.action?docID=634862 |z Click to View |