A Neural Network Realization of Fuzzy ART


Show simple item record Carpenter, Gail A. en_US Grossberg, Stephen en_US Rosen, David B. en_US 2011-11-14T18:21:52Z 2011-11-14T18:21:52Z 1991-08 en_US
dc.description.abstract A neural network realization of the fuzzy Adaptive Resonance Theory (ART) algorithm is described. Fuzzy ART is capable of rapid stable learning of recognition categories in response to arbitrary sequences of analog or binary input patterns. Fuzzy ART incorporates computations from fuzzy set theory into the ART 1 neural network, which learns to categorize only binary input patterns, thus enabling the network to learn both analog and binary input patterns. In the neural network realization of fuzzy ART, signal transduction obeys a path capacity rule. Category choice is determined by a combination of bottom-up signals and learned category biases. Top-down signals impose upper bounds on feature node activations. en_US
dc.description.sponsorship British Petroleum (89-A-1204); Defense Advanced Research Projects Agency (90-0083); National Science Foundation (IRI 90-00530); Office of Naval Research (N00014-91-J-4100); Air Force Office of Scientific Research (90-0175) en_US
dc.language.iso en_US en_US
dc.publisher Boston University Center for Adaptive Systems and Department of Cognitive and Neural Systems en_US
dc.relation.ispartofseries BU CAS/CNS Technical Reports;CAS/CNS-TR-1991-021 en_US
dc.rights Copyright 1991 Boston University. Permission to copy without fee all or part of this material is granted provided that: 1. The copies are not made or distributed for direct commercial advantage; 2. the report title, author, document number, and release date appear, and notice is given that copying is by permission of BOSTON UNIVERSITY TRUSTEES. To copy otherwise, or to republish, requires a fee and / or special permission. en_US
dc.subject Fuzzy ART
dc.subject Adaptive Resonance Theory (ART)
dc.subject Neural networks
dc.subject Fuzzy set theory
dc.subject Categorization
dc.subject Pattern recognition
dc.title A Neural Network Realization of Fuzzy ART en_US
dc.type Technical Report en_US
dc.rights.holder Boston University Trustees en_US

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