DocumentCode
1604714
Title
Choice of a method for the construction of fuzzy decision trees
Author
Marsala, Christophe ; Bouchon-Meunier, Bernadette
Author_Institution
Univ. Pierre et Marie Curie, Paris, France
Volume
1
fYear
2003
Firstpage
584
Abstract
This paper is concerned with methods of construction of fuzzy decision trees and the choice of such a method the user has to make. The main differences between methods lies in the choice of the measure of discrimination that enables the ranking of attributes during the construction step. In this paper, a formal study of the main differences between measures is done. The aim is to highlight the major properties of the fuzzy decision trees constructed by a particular method.
Keywords
decision trees; entropy; fuzzy set theory; learning by example; attributes ranking; classification ambiguity; discrimination measure; entropy of fuzzy events; fuzzy decision trees; inductive learning; tree construction methods; Artificial intelligence; Decision trees; Entropy; Fuzzy sets; Partitioning algorithms; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems, 2003. FUZZ '03. The 12th IEEE International Conference on
Print_ISBN
0-7803-7810-5
Type
conf
DOI
10.1109/FUZZ.2003.1209429
Filename
1209429
Link To Document