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Associative Memory Design: Fokker-Planck Formalism

Venkatesh, TG and Patnaik, LM (1991) Associative Memory Design: Fokker-Planck Formalism. In: 1991 IEEE International Joint Conference on Neural Networks, 18-21 November, Singapore, Vol.3, 2271-2276.

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Abstract

A design methodology for associative memory(AM) using Fokker- Planck formalism is proposed. This method allows AM to be designed for noisy conditions by taking into account the noise level to be tolerated by the AM as a design specification. The AM is viewed as a stochastic nonlinear dynamical system governed by a Fokker – Planck Equation (FPE). Using eigenfunction expansion, spectrum of the FPE governing the dynamics of the desired AM is derived. A method to design neural networks having the derived FPE dynamics is also given.

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.
Keywords: Associative memory;Noise;Fokker-Planck equation
Department/Centre: Division of Information Sciences > Supercomputer Education & Research Centre
Division of Electrical Sciences > Computer Science & Automation (Formerly, School of Automation)
Date Deposited: 29 May 2006
Last Modified: 19 Sep 2010 04:27
URI: http://eprints.iisc.ernet.in/id/eprint/7022

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