Abstract | ||
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We present a modification to the Fuzzy ARTMAP neural network architecture for conducting classification in a probabilistic setting. We call this new architecture Hierarchical ARTMAP (HARTMAP). Performance comparisons with Fuzzy ARTMAP, Gaussian ARTMAP and Boosted ARTMAP on some simple two-class problems are discussed. Experimental results indicate that HARTMAP yields better generalization results on problems involving overlap of the underlying pattern distributions |
Year | DOI | Venue |
---|---|---|
2000 | 10.1109/IJCNN.2000.859370 | IJCNN (6) |
Keywords | DocType | Volume |
pattern distributions,neural net architecture,generalization,hierarchical artmap,neural network architecture,pattern classification,ART neural nets,new architecture,performance comparisons,fuzzy artmap neural network,boosted artmap,performance comparison,gaussian artmap,performance evaluation,fuzzy artmap,generalization result,HARTMAP,Hierarchical ARTMAP,hartmap yield | Conference | 6 |
ISSN | ISBN | Citations |
1098-7576 | 0-7695-0619-4 | 0 |
PageRank | References | Authors |
0.34 | 0 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Verzi, S.J. | 1 | 0 | 0.34 |
Heileman, G.L. | 2 | 26 | 4.69 |
Georgiopoulos, M. | 3 | 4 | 0.79 |
Healy, M.J. | 4 | 0 | 0.34 |