Data Mining with Decision Trees:Theory and Applications by Lior Rokach,Oded Maimon,Oded Z Maimon

Contents:

  • Introduction to determination Trees
  • Training choice Trees
  • A commonplace set of rules for Top-Down Induction of choice Trees
  • Evaluation of type Trees
  • Splitting Criteria
  • Pruning Trees
  • Popular choice bushes Induction Algorithms
  • Beyond category Tasks
  • Decision Forests
  • A Walk-through advisor for utilizing choice bushes Software
  • Advanced determination Trees
  • Cost-sensitive lively and Proactive studying of choice Trees
  • Feature Selection
  • Fuzzy choice Trees
  • Hybridization of choice timber with different Techniques
  • Decision timber and Recommender Systems

Readership: Researchers, graduate and undergraduate scholars in info platforms, engineering, computing device technological know-how, records and management.