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Data mining with decision trees : theory and applications

Author: Lior Rokach; Oded Maimon
Publisher: Singapore : World Scientific, ©2008.
Series: Series in machine perception and artificial intelligence, v. 69.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This is the first comprehensive book dedicated entirely to the field of decision trees in data mining and covers all aspects of this important technique. Decision trees have become one of the most powerful and popular approaches in knowledge discovery and data mining, the science and technology of exploring large and complex bodies of data in order to discover useful patterns. The area is of great importance because  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Rokach, Lior.
Data mining with decision trees.
Singapore : World Scientific, ©2008
(DLC) 2008297819
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Lior Rokach; Oded Maimon
ISBN: 9789812771728 9812771727
OCLC Number: 646768780
Description: 1 online resource (xviii, 244 pages) : illustrations.
Contents: 1. Introduction to decision trees --
2. Growing decision trees --
3. Evaluation of classification trees --
4. Splitting criteria --
5. Pruning trees --
6. Advanced decision trees --
7. Decision forests --
8. Incremental learning of decision trees --
9. Feature selection --
10. Fuzzy decision trees --
11. Hybridization of decision trees with other techniques --
12. Sequence classification using decision trees.
Series Title: Series in machine perception and artificial intelligence, v. 69.
Responsibility: Lior Rokach, Oded Maimon.

Abstract:

Decision trees have become one of the most powerful and popular approaches in knowledge discovery and data mining, the science and technology of exploring large and complex bodies of data in order to  Read more...

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