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Sample Sizes for Multiple Output Threshold Networks

Shawe-Taylor, J; Anthony, M; (1991) Sample Sizes for Multiple Output Threshold Networks. Network , 2 (1) 107 - 117.

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Abstract

This paper applies the theory of probably approximately correct (PAC) learning to multiple-output feedforward threshold networks. It is shown that the sample size for reliable learning can be bounded above by a quantity independent of the number of outputs of the network

Type: Article
Title: Sample Sizes for Multiple Output Threshold Networks
UCL classification: UCL > School of BEAMS > Faculty of Engineering Science > Computer Science
URI: http://discovery.ucl.ac.uk/id/eprint/79171
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