Automatic design of decision-tree induction algorithms/

Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a �...

Full description

Saved in:
Bibliographic Details
Main Authors: Barros, Rodrigo C. (Author), de Carvalho, André C.P.L.F (Author), Freitas, Alex A. (Author)
Corporate Author: SpringerLink (Online service)
Format: eBook
Language:English
Published: Cham Springer International Publishing Imprint: Springer 2015.
Series:SpringerBriefs in Computer Science,
Subjects:
Online Access:Click here to view the full text content
Tags: Add Tag
No Tags, Be the first to tag this record!
Table of Contents:
  • Introduction
  • Decision-Tree Induction
  • Evolutionary Algorithms and Hyper-Heuristics
  • HEAD-DT: Automatic Design of Decision-Tree Algorithms
  • HEAD-DT: Experimental Analysis
  • HEAD-DT: Fitness Function Analysis
  • Conclusions.