Hierarchical ARTMAP

Stephen J. Verzi; Gregory L. Heileman; Michael Georgiopoulos; Michael J. Healy

Hierarchical ARTMAP

Stephen J. Verzi, Gregory L. Heileman, Michael Georgiopoulos, Michael J. Healy

Research output: Contribution to conference › Paper › peer-review

Abstract

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.

Original language	English (US)
Pages	41-46
Number of pages	6
State	Published - 2000
Externally published	Yes
Event	International Joint Conference on Neural Networks (IJCNN'2000) - Como, Italy Duration: Jul 24 2000 → Jul 27 2000

Conference

Conference	International Joint Conference on Neural Networks (IJCNN'2000)
City	Como, Italy
Period	7/24/00 → 7/27/00

ASJC Scopus subject areas

Software
Artificial Intelligence

Cite this

@conference{973648a7f6aa4296a5cdd0ad8737e19d,

title = "Hierarchical ARTMAP",

abstract = "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.",

author = "Verzi, {Stephen J.} and Heileman, {Gregory L.} and Michael Georgiopoulos and Healy, {Michael J.}",

year = "2000",

language = "English (US)",

pages = "41--46",

note = "International Joint Conference on Neural Networks (IJCNN'2000) ; Conference date: 24-07-2000 Through 27-07-2000",

}

TY - CONF

T1 - Hierarchical ARTMAP

AU - Verzi, Stephen J.

AU - Heileman, Gregory L.

AU - Georgiopoulos, Michael

AU - Healy, Michael J.

PY - 2000

Y1 - 2000

N2 - 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.

AB - 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.

UR - http://www.scopus.com/inward/record.url?scp=0033697850&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=0033697850&partnerID=8YFLogxK

M3 - Paper

AN - SCOPUS:0033697850

SP - 41

EP - 46

T2 - International Joint Conference on Neural Networks (IJCNN'2000)

Y2 - 24 July 2000 through 27 July 2000

ER -

Hierarchical ARTMAP

Abstract

Conference

ASJC Scopus subject areas

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