DATA MINING WITH DECISION TREES<br> THEORY AND APPLICATIONS

DATA MINING WITH DECISION TREES
THEORY AND APPLICATIONS

CONTENTS


FRONT MATTER Lior Rokach and Oded Maimon	i
Introduction to Decision Trees Lior Rokach and Oded Maimon	1
Growing Decision Trees Lior Rokach and Oded Maimon	13
Evaluation of Classification Trees Lior Rokach and Oded Maimon	21
Splitting Criteria Lior Rokach and Oded Maimon	53
Pruning Trees Lior Rokach and Oded Maimon	63
Advanced Decision Trees Lior Rokach and Oded Maimon	71
Decision Forests Lior Rokach and Oded Maimon	87
Incremental Learning of Decision Trees Lior Rokach and Oded Maimon	131
Feature Selection Lior Rokach and Oded Maimon	137
Fuzzy Decision Trees Lior Rokach and Oded Maimon	159
Hybridization of Decision Trees with other Techniques Lior Rokach and Oded Maimon	171
Sequence Classification Using Decision Trees Lior Rokach and Oded Maimon	187
BACK MATTER Lior Rokach and Oded Maimon	215
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