Data mining with decision trees : theory and applications /

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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 e...

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Bibliographic Details
Call Number:Libro Electrónico
Main Author: Rokach, Lior
Other Authors: Maimon, Oded
Format: Electronic eBook
Language:Inglés
Published: Singapore : World Scientific, ©2008.
Series:Series in machine perception and artificial intelligence ; v. 69.
Subjects:
Data mining.
Decision trees.
Data Mining
Decision Trees
Exploration de données (Informatique)
Arbres de décision.
COMPUTERS > Database Management > Data Mining.
Online Access:Texto completo
Table of 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.

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