An initial comparison of a fuzzy neural classifier and a decision tree based classifier
An initial comparison of a fuzzy neural classifier and a decision tree based classifier
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.
375-381
Martens, Jurgen
cab429a2-b97d-4b27-be7a-4c5f2b5780d1
Wets, Geert
a3684ca2-b9b0-4631-9451-d7136852db77
Vanthienen, Jan
6f3d818f-0fce-46fa-966b-160e645caf6d
Mues, Christophe
07438e46-bad6-48ba-8f56-f945bc2ff934
1998
Martens, Jurgen
cab429a2-b97d-4b27-be7a-4c5f2b5780d1
Wets, Geert
a3684ca2-b9b0-4631-9451-d7136852db77
Vanthienen, Jan
6f3d818f-0fce-46fa-966b-160e645caf6d
Mues, Christophe
07438e46-bad6-48ba-8f56-f945bc2ff934
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), .
(doi:10.1016/S0957-4174(98)00057-8).
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.
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Published date: 1998
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Local EPrints ID: 36403
URI: http://eprints.soton.ac.uk/id/eprint/36403
ISSN: 0957-4174
PURE UUID: 366a96a0-1f8c-447f-bea1-934019806eea
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Date deposited: 01 Aug 2006
Last modified: 16 Mar 2024 03:40
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Author:
Jurgen Martens
Author:
Geert Wets
Author:
Jan Vanthienen
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