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Please use this identifier to cite or link to this item: http://hdl.handle.net/1942/3542

Title: STORAGE CAPACITY AND GENERALIZATION ERROR FOR THE REVERSED-WEDGE ISING PERCEPTRON
Authors: BEX, Geert Jan
SERNEELS, Roger
VAN DEN BROECK, Christian
Issue Date: 1995
Publisher: AMERICAN PHYSICAL SOC
Citation: PHYSICAL REVIEW E, 51(6). p. 6309-6312
Abstract: Using the replica formalism, we evaluate the storage capacity and the generalization error of a perceptron with a reversed-wedge transfer function and binary synaptic weights. Remarkably, both the storage capacity and the generalization threshold saturate the information theoretic (respectively upper and lower) bound α=1 for a specific choice of the width of the reverse wedge, suggesting that this perceptron may be an interesting building block for neural networks.
Notes: BEX, GJ, LIMBURGS UNIV CENTRUM,UNIV CAMPUS,B-3590 DIEPENBEEK,BELGIUM.
URI: http://hdl.handle.net/1942/3542
DOI: 10.1103/PhysRevE.51.6309
ISI #: A1995RE08000047
ISSN: 1063-651X
Type: Journal Contribution
Appears in Collections: Research publications

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