Title
Reducing Generalization Error And Category Proliferation In Ellipsoid Artmap Via Tunable Misclassification Error Tolerance: Boosted Ellipsoid Artmap
Abstract
In this paper we introduce Boosted Ellipsoid ARTMAP (bEAM), a variant of Ellipsoid ARTMAP, which via a tunable misclassification error tolerance increases the network's resubstitution error and implicitly performs structural risk minimization. bEAM constitutes another example of how modifications to Fuzzy ARTMAP can be naturally extended to Ellipsoid ARTMAP.
Publication Date
1-1-2002
Publication Title
Proceedings of the International Joint Conference on Neural Networks
Volume
3
Number of Pages
2650-2655
Document Type
Article; Proceedings Paper
Personal Identifier
scopus
Copyright Status
Unknown
Socpus ID
0036086188 (Scopus)
Source API URL
https://api.elsevier.com/content/abstract/scopus_id/0036086188
STARS Citation
Anagnostopoulos, Georgios C.; Georgiopoulos, Michael; and Verzi, Stephen J., "Reducing Generalization Error And Category Proliferation In Ellipsoid Artmap Via Tunable Misclassification Error Tolerance: Boosted Ellipsoid Artmap" (2002). Scopus Export 2000s. 3002.
https://stars.library.ucf.edu/scopus2000/3002