Dynamics of on-line gradient descent learning for multilayer neural networks

David Saad; Sara A. Solla

Dynamics of on-line gradient descent learning for multilayer neural networks

David Saad, Sara A. Solla

Aston University

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Abstract

We consider the problem of on-line gradient descent learning for general two-layer neural networks. An analytic solution is presented and used to investigate the role of the learning rate in controlling the evolution and convergence of the learning process.

Original language	English
Pages (from-to)	302-308
Number of pages	7
Journal	Advances in Neural Information Processing Systems
Volume	8
Publication status	Published - 1996

Bibliographical note

Copyright of Massachusetts Institute of Technology Press (MIT Press) http://mitpress.mit.edu/mitpress/copyright/default.asp

Keywords

on-line
gradient descent learning
general two-layer neural networks
learning rate
learning process.

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Dynamics of on-line gradient descent learning for multilayer neural networks
Copyright of Massachusetts Institute of Technology Press (MIT Press) http://mitpress.mit.edu/mitpress/copyright/default.asp
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title = "Dynamics of on-line gradient descent learning for multilayer neural networks",

abstract = "We consider the problem of on-line gradient descent learning for general two-layer neural networks. An analytic solution is presented and used to investigate the role of the learning rate in controlling the evolution and convergence of the learning process.",

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author = "David Saad and Solla, {Sara A.}",

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KW - gradient descent learning

KW - general two-layer neural networks

KW - learning rate

KW - learning process.

UR - http://mitpress.mit.edu/catalog/item/default.asp?ttype=2&tid=8421

M3 - Article

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JO - Advances in Neural Information Processing Systems

JF - Advances in Neural Information Processing Systems

ER -

Dynamics of on-line gradient descent learning for multilayer neural networks

Abstract

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Keywords

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