ITEM METADATA RECORD
Title: Canonical ensemble approach to graded-response perceptrons
Authors: Bollé, Désiré ×
Erichsen, R #
Issue Date: Mar-1999
Publisher: American physical soc
Series Title: Physical Review E vol:59 issue:3 pages:3386-3401
Abstract: Perceptrons with graded input-output relations and a limited output precision are studied within the Gardner-Derrida canonical ensemble approach. Soft non-negative error measures are introduced allowing for extended retrieval properties. In particular, the performance of these systems for a linear (quadratic) error measure, corresponding to the perception (adaline) learning algorithm, is compared with the performance for a rigid error measure, simply counting the number of errors. Replica-symmetry-breaking effects are evaluated, and the analytic results are compared with numerical simulations. [S1063-651X(99)04503-1].
ISSN: 1063-651X
Publication status: published
KU Leuven publication type: IT
Appears in Collections:Theoretical Physics Section
× corresponding author
# (joint) last author

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