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Data Mining With Decision Trees


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Table of Contents

Introduction to Decision Trees; Growing Decision Trees; Evaluation of Classification Trees; Splitting Criteria; Pruning Trees; Advanced Decision Trees; Decision Forests; Incremental Learning of Decision Trees; Feature Selection; Fuzzy Decision Trees; Hybridization of Decision Trees with Other Techniques; Beyond Classification Tasks; Privacy Preserving Decision Tree Learning; Decision Tees Learning in Uncertain and Imbalanced Data; Decision Trees Performance Analysis: Lessons Learned from Comparative Studies; Fast induction of Decision Trees and Big Data; Using Existing Software - A Walk-through Guide.

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