The University of Southampton
University of Southampton Institutional Repository

Sample Sizes for Threshold Networks with Equivalences

Shawe-Taylor, J. (1995) Sample Sizes for Threshold Networks with Equivalences Information and Computation, 118, (1), pp. 65-72.

Record type: Article


This paper applies the theory of Probably Approximately Correct (PAC) learning to multiple output feedforward threshold networks in which the weights conform to certain equivalences. It is shown that the sample site for reliable learning can be bounded above by a formula similar to that required for single output networks with no equivalences. The best previously obtained bounds are improved for all cases.

PDF SampleSizesForThresholdNetworksWithEquivalences.pdf - Other
Download (579kB)

More information

Published date: April 1995
Organisations: Electronics & Computer Science


Local EPrints ID: 259808
ISSN: 0890-5401
PURE UUID: 391a75b7-4097-4728-8f40-d2124f4ddc55

Catalogue record

Date deposited: 23 Aug 2004
Last modified: 18 Jul 2017 09:19

Export record


Author: J. Shawe-Taylor

University divisions

Download statistics

Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.

View more statistics

Atom RSS 1.0 RSS 2.0

Contact ePrints Soton:

ePrints Soton supports OAI 2.0 with a base URL of

This repository has been built using EPrints software, developed at the University of Southampton, but available to everyone to use.

We use cookies to ensure that we give you the best experience on our website. If you continue without changing your settings, we will assume that you are happy to receive cookies on the University of Southampton website.