Title

Ellipsoid Art And Artmap For Incremental Clustering And Classification

Abstract

We introduce Ellipsoid-ART (EA) and Ellipsoid-ARTMAP (EAM) as a generalization of Hyper-sphere ART (HA) and Hypersphere-ARTMAP (HAM) respectively. As was the case with HA/HAM, these novel architectures are based on ideas rooted in Fuzzy-ART (FA) and Fuzzy-ARTMAP (FAM). While FA/FAM aggregate input data using hyperrectangles, EA/EAM utilize hyper-ellipsoids for the same purpose. Due to their learning rules, EA and EAM share virtually all properties and characteristics of their FA/FAM counterparts. Preliminary experimentation implies that EA and EAM are to be viewed as good alternatives to FA and FAM for data clustering and classification tasks respectively.

Publication Date

1-1-2001

Publication Title

Proceedings of the International Joint Conference on Neural Networks

Volume

2

Number of Pages

1221-1226

Document Type

Article; Proceedings Paper

Personal Identifier

scopus

Socpus ID

0034869903 (Scopus)

Source API URL

https://api.elsevier.com/content/abstract/scopus_id/0034869903

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