Data mining with decision trees: theory and applications

by Rokach, Lior

Type Book

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Title Statements

Full title :Data mining with decision trees : theory and applications / Lior Rokach (Ben-Gurion University of the Negev, Israel), Oded Maimon (Tel-Aviv University, Israel).

Edition Statements

Publication Date:2015
Edition:Second edition

Publication Statements

Publisher(s):World Scientific
Place of Publication:Hackensack, New Jersey
Language:eng
Publication Date:2015

The Physical Object

Description:xxi, 305 pages : : illustrations ; : 24 cm.

Edition Identifiers

ISBN:9789814590075, 981459007X
oclc:ocn885313443
LC Classification:QA76.9.D343
Dewey Decimal:006.3/12

1. Introduction to decision trees -- 2. Training decision trees -- 3. A generic algorithm for top-down induction of decision trees -- 4. Evaluation of classification trees -- 5. Splitting criteria -- 6. Pruning trees -- 7. Popular decision trees induction algorithms -- 8. Beyond classification tasks -- 9. Decision forests -- 10. A walk-through-guide for using decision trees software -- 11. Advanced decision trees -- 12. Cost-sensitive active and proactive learning -- 13. Feature selection -- 14. Fuzzy decision trees -- 15. Hybridization of decision trees with other techniques -- 16. Decision trees and recommender systems -- Bibliography -- Index.

Subjects

Apprentissage automatique Arbres de décision Data Mining Decision support systems Decision Support Systems, Management Decision trees Entscheidungsbaum Exploration de données (Informatique) Machine learning Systèmes d'aide à la décision