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Validation in Distributed Representations

Srinivasan, SH and Murty, Narasimha M (1991) Validation in Distributed Representations. In: 1991 IEEE International Joint Conference on Neural Networks, 18 - 21 November, Singapore, Vol.1, 36-41.

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Abstract

In distributed representations, an object is represented as a pattern of activation over a number of units. Not all patterns of activity are valid in a given context. In case of the Hopfield model of content addressable memory only the patterns of activation corresponding to the stored memories are valid. The problem of validating a given pattern of activity is called the validity problem. In this paper it is shown that using complex activations, it is possible to solve the validity problem. The proposed model can also act as a content addressable memory though its dynamics is intractable because of symmetric connections.

Item Type: Conference Paper
Additional Information: Copyright 1990 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.
Department/Centre: Division of Electrical Sciences > Computer Science & Automation (Formerly, School of Automation)
Date Deposited: 25 May 2006
Last Modified: 19 Sep 2010 04:27
URI: http://eprints.iisc.ernet.in/id/eprint/6911

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