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


Martens, Jurgen, Wets, Geert, Vanthienen, Jan and Mues, Christophe (1998) An initial comparison of a fuzzy neural classifier and a decision tree based classifier. Expert Systems with Applications, 15, (3-4), 375-381. (doi:10.1016/S0957-4174(98)00057-8).

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Description/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 performance of a well-known algorithm in machine learning (C4.5) with a recently proposed algorithm in the fuzzy set community (NEFCLASS). We will compare the algorithms both on the accuracy attained and on the size of the induced rule base. Additionally, we will investigate how the selected algorithms perform after they have been pre-processed by discretization and feature selection.

Item Type: Article
ISSNs: 0957-4174 (print)
Related URLs:
Subjects: H Social Sciences > HD Industries. Land use. Labor > HD28 Management. Industrial Management
Divisions: University Structure - Pre August 2011 > School of Management
ePrint ID: 36403
Date Deposited: 01 Aug 2006
Last Modified: 27 Mar 2014 18:23
Contact Email Address: jurgen.martens@econ.kuleuven.ac.be
URI: http://eprints.soton.ac.uk/id/eprint/36403

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