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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 | Source: | 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. | Document URI: | http://hdl.handle.net/1942/3542 | DOI: | 10.1103/PhysRevE.51.6309 | ISI #: | A1995RE08000047 | Type: | Journal Contribution |
Appears in Collections: | Research publications |
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