Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system

  title={Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system},
  author={Gail A. Carpenter and Stephen Grossberg and David B. Rosen},
  journal={Neural Networks},
-A Fuzzy Adaptive Resonance Theory (ART) model capable of rapid stable learning of recognition categories in response to arbitrary sequences of analog or binary input patterns is described. Fuzzy ART incorporates computations from fuzzy set theory into the ART 1 neural network, which learns to categorize only binary input patterns. The generalization to learning both analog and binary input patterns is achieved by replacing appearances of the intersection operator ( N ) in ART 1 by the MIN… CONTINUE READING
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