An initial comparison of a fuzzy neural classifier and a decision tree based classifier

Citation
J. Martens et al., An initial comparison of a fuzzy neural classifier and a decision tree based classifier, EXPER SY AP, 15(3-4), 1998, pp. 375-381
Citations number
11
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
EXPERT SYSTEMS WITH APPLICATIONS
ISSN journal
09574174 → ACNP
Volume
15
Issue
3-4
Year of publication
1998
Pages
375 - 381
Database
ISI
SICI code
0957-4174(199810/11)15:3-4<375:AICOAF>2.0.ZU;2-9
Abstract
At the present time a large number of AI methods have been developed in the field of pattern classification. In this paper, we will compare the perfor mance of a well-known algorithm in machine learning (C4.5) with a recently proposed algorithm in the fuzzy set community (NEFCLASS). We will compare t he algorithms both on the accuracy attained and on the size of the induced rule base. Additionally, we will investigate how the selected algorithms pe rform after they have been pre-processed by discretization and feature sele ction. (C) 1998 Elsevier Science Ltd. All rights reserved.