Title: On-line learning and generalization in coupled perceptrons
Authors: Bollé, Désiré
Kozlowski, Piotr #
Issue Date: Mar-2002
Publisher: Iop publishing ltd
Series Title: Journal of Physics A. Mathematical and General vol:35 issue:9 pages:2093-2109
Abstract: We study supervised learning and generalization in coupled perceptrons trained on-line using two learning scenarios. In the first scenario the teacher and the student are independent networks and both are represented by an Ashkin-Teller perceptron. In the second scenario the student and the teacher are simple perceptrons but are coupled by an Ashkin-Teller-type four-neuron interaction term. Expressions for the generalization error and the learning curves are derived for various learning algorithms. The analytical results find excellent confirmation in numerical simulations.
ISSN: 0305-4470
Publication status: published
KU Leuven publication type: IT
Appears in Collections:Theoretical Physics Section
# (joint) last author

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