Designing decision trees,vith the use of fuzzy granulation

Authors
Pedrycz, W Sosnowski, ZA
Citation
W. Pedrycz et Za. Sosnowski, Designing decision trees,vith the use of fuzzy granulation, IEEE SYST A, 30(2), 2000, pp. 151-159
Citations number
17
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS
ISSN journal
10834427 → ACNP
Volume
30
Issue
2
Year of publication
2000
Pages
151 - 159
Database
ISI
SICI code
1083-4427(200003)30:2<151:DDTTUO>2.0.ZU;2-5
Abstract
In this study, we discuss the use of fuzzy sets regarded as a well-rounded algorithmic vehicle in the construction of decision trees (DT's). The conce pt of fuzzy granulation realized via context-based clustering is aimed at t he quantization (discretization) of continuous attributes as well as handli ng continuous classes encountered in classification problems. Two detailed experimental studies are presented concerning well-known data sets availabl e on the Web.