Time trials on second-order and variable-learning-rate algorithms

Richard Rohwer

Time trials on second-order and variable-learning-rate algorithms

Richard Rohwer

Aston University

Research output: Chapter in Book/Published conference output › Conference publication

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Abstract

The performance of seven minimization algorithms are compared on five neural network problems. These include a variable-step-size algorithm, conjugate gradient, and several methods with explicit analytic or numerical approximations to the Hessian.

Original language	English
Title of host publication	Proceedings of the conference on Advances in neural information processing systems 3
Editors	R. Lippmann, J. Moody, D. Touretzky
Place of Publication	San Francisco, CA, USA
Publisher	Morgan Kaufmann
Pages	977-983
Number of pages	7
Volume	3
ISBN (Print)	1-55860-184-8
Publication status	Published - 1990
Event	Advances in Neural Information Processing Systems 3 - Duration: 1 Jan 1990 → 1 Jan 1990

Conference

Conference	Advances in Neural Information Processing Systems 3
Period	1/01/90 → 1/01/90

Bibliographical note

Keywords

minimization algorithms
neural network
Hessian

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Time Trials on Second-Order and Variable-Learning-Rate Algorithms
© The Author
Accepted author manuscript, 161 KB

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@inproceedings{2e429a4808f6448799e947706c51fcb8,

title = "Time trials on second-order and variable-learning-rate algorithms",

abstract = "The performance of seven minimization algorithms are compared on five neural network problems. These include a variable-step-size algorithm, conjugate gradient, and several methods with explicit analytic or numerical approximations to the Hessian.",

keywords = "minimization algorithms, neural network, Hessian",

author = "Richard Rohwer",

note = "{\textcopyright} The Author; Advances in Neural Information Processing Systems 3 ; Conference date: 01-01-1990 Through 01-01-1990",

year = "1990",

language = "English",

isbn = "1-55860-184-8",

volume = "3",

pages = "977--983",

editor = "R. Lippmann and J. Moody and D. Touretzky",

booktitle = "Proceedings of the conference on Advances in neural information processing systems 3",

publisher = "Morgan Kaufmann",

}

TY - GEN

T1 - Time trials on second-order and variable-learning-rate algorithms

AU - Rohwer, Richard

N1 - © The Author

PY - 1990

Y1 - 1990

N2 - The performance of seven minimization algorithms are compared on five neural network problems. These include a variable-step-size algorithm, conjugate gradient, and several methods with explicit analytic or numerical approximations to the Hessian.

AB - The performance of seven minimization algorithms are compared on five neural network problems. These include a variable-step-size algorithm, conjugate gradient, and several methods with explicit analytic or numerical approximations to the Hessian.

KW - minimization algorithms

KW - neural network

KW - Hessian

UR - https://papers.nips.cc/paper/392-time-trials-on-second-order-and-variable-learning-rate-algorithms

M3 - Conference publication

SN - 1-55860-184-8

VL - 3

SP - 977

EP - 983

BT - Proceedings of the conference on Advances in neural information processing systems 3

A2 - Lippmann, R.

A2 - Moody, J.

A2 - Touretzky, D.

PB - Morgan Kaufmann

CY - San Francisco, CA, USA

T2 - Advances in Neural Information Processing Systems 3

Y2 - 1 January 1990 through 1 January 1990

ER -

Time trials on second-order and variable-learning-rate algorithms

Abstract

Conference

Bibliographical note

Keywords

Access to Document

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Cite this