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Mapping correlated Gaussian patterns in a perceptron

Fontanari, J. F. and Meir, R. (1989) Mapping correlated Gaussian patterns in a perceptron. Journal of Physics A: Mathematical and General, 22 (16). L803-L808. ISSN 0305-4470. http://resolver.caltech.edu/CaltechAUTHORS:FONjpa89

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Abstract

The authors study the performance of a single-layer perceptron in realising a binary mapping of Gaussian input patterns. By introducing non-trivial correlations among the patterns, they generate a family of mappings including easier ones where similar inputs are mapped into the same output, and more difficult ones where similar inputs are mapped into different classes. The difficulty of the problem is gauged by the storage capacity of the network, which is higher for the easier problems.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1088/0305-4470/22/16/007DOIUNSPECIFIED
http://www.iop.org/EJ/abstract/0305-4470/22/16/007PublisherUNSPECIFIED
Additional Information:Copyright © Institute of Physics and IOP Publishing Limited 1989. Received 10 May 1989, in final form 19 June 1989. Print publication: Issue 16 (21 August 1989). We thank the referee for pointing out a flaw in the original version of the manuscript. The research at Caltech was supported by contract N00014-87-K-0377 from the Office of Naval Research. JFF is partly supported by a CNPq (Brazil) fellowship and RM is supported by a Weizmann fellowship.
Funders:
Funding AgencyGrant Number
Office of Naval ResearchN00014-87-K-0377
Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) (Brazil)UNSPECIFIED
Weizmann InstituteUNSPECIFIED
Record Number:CaltechAUTHORS:FONjpa89
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:FONjpa89
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:12736
Collection:CaltechAUTHORS
Deposited By: Archive Administrator
Deposited On:22 Dec 2008 17:01
Last Modified:26 Dec 2012 10:39

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