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Journal Articles

Convergence Properties of Learning in ART1

Michael Georgiopoulos, Gregory L. Heileman, Juxin Huang
Publisher: Journals Gateway
Neural Computation (1990) 2 (4): 502–509.
DOI: https://doi.org/10.1162/neco.1990.2.4.502
Published: 01 December 1990
Abstract
We consider the ART1 neural network architecture. It is shown that in the fast learning case, an ART1 network that is repeatedly presented with an arbitrary list of binary input patterns, self-stabilizes the recognition code of every size- l pattern in at most l list presentations.
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