Title

Fuzzy ARTVar: An improved fuzzy ARTMAP algorithm

Abstract

In this paper we introduce a variation of the performance phase of Fuzzy ARTMAP which is called Fuzzy ARTVar. Experimental results have shown that Fuzzy ARTVar exhibits superior generalization performance, compared to Fuzzy ARTMAP, for a variety of machine learning databases. Furthermore, experimental results have also demonstrated that Fuzzy ARTVar compares favorably with other existing variations of Fuzzy ARTMAP, such as ARTEMAP (power rule), ARTEMAPQ (Q-max rule), and Gaussian ARTMAP. What is worth noting is that the performance of Fuzzy ARTVar is independent of the tuning of network parameters, in contrast with the ARTEMAP, ARTEMAPQ, and Gaussian ARTMAP algorithms, whose performances depends on the choice of certain network parameters.

Publication Date

1-1-1998

Publication Title

IEEE International Conference on Neural Networks - Conference Proceedings

Volume

3

Number of Pages

1688-1693

Document Type

Article; Proceedings Paper

Personal Identifier

scopus

Socpus ID

0031624595 (Scopus)

Source API URL

https://api.elsevier.com/content/abstract/scopus_id/0031624595

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