Boltzmann machines and their applications

E.H.L. Aarts; J.H.M. Korst

doi:10.1007/3-540-17943-7_119

Boltzmann machines and their applications

E.H.L. Aarts, J.H.M. Korst

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

40 Citations (Scopus)

Abstract

In this paper we present a formal model of the Boltzmann machine and a discussion of two different applications of the model, viz. (i) solving combinatorial optimization problems and (ii) carrying out learning tasks. Numerical results of computer simulations are presented to demonstrate the characteristic features of the Boltzmann machine.

Original language	English
Title of host publication	PARLE, Parallel Architectures and Languages Europe (Eindhoven, The Netherlands, June 15-19, 1987)
Editors	J.W. Bakker, de, A.J. Nijman, P.C. Treleaven
Publisher	Springer
Pages	34-50
Number of pages	17
Volume	1
ISBN (Electronic)	978-3-540-47144-8
ISBN (Print)	3-540-17943-7, 978-3-540-17943-6
DOIs	https://doi.org/10.1007/3-540-17943-7_119
Publication status	Published - 1987

Publication series

Name	Lecture Notes in Computer Science
Volume	258
ISSN (Print)	0302-9743

Access to Document

10.1007/3-540-17943-7_119

Cite this

@inproceedings{93c06c5710de4a8090647e17aa268760,

title = "Boltzmann machines and their applications",

abstract = "In this paper we present a formal model of the Boltzmann machine and a discussion of two different applications of the model, viz. (i) solving combinatorial optimization problems and (ii) carrying out learning tasks. Numerical results of computer simulations are presented to demonstrate the characteristic features of the Boltzmann machine.",

author = "E.H.L. Aarts and J.H.M. Korst",

year = "1987",

doi = "10.1007/3-540-17943-7_119",

language = "English",

isbn = "3-540-17943-7",

volume = "1",

series = "Lecture Notes in Computer Science",

publisher = "Springer",

pages = "34--50",

editor = "{Bakker, de}, J.W. and A.J. Nijman and P.C. Treleaven",

booktitle = "PARLE, Parallel Architectures and Languages Europe (Eindhoven, The Netherlands, June 15-19, 1987)",

address = "Germany",

}

Boltzmann machines and their applications. / Aarts, E.H.L.; Korst, J.H.M.
PARLE, Parallel Architectures and Languages Europe (Eindhoven, The Netherlands, June 15-19, 1987). ed. / J.W. Bakker, de; A.J. Nijman; P.C. Treleaven. Vol. 1 Springer, 1987. p. 34-50 (Lecture Notes in Computer Science; Vol. 258).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

TY - GEN

T1 - Boltzmann machines and their applications

AU - Aarts, E.H.L.

AU - Korst, J.H.M.

PY - 1987

Y1 - 1987

N2 - In this paper we present a formal model of the Boltzmann machine and a discussion of two different applications of the model, viz. (i) solving combinatorial optimization problems and (ii) carrying out learning tasks. Numerical results of computer simulations are presented to demonstrate the characteristic features of the Boltzmann machine.

AB - In this paper we present a formal model of the Boltzmann machine and a discussion of two different applications of the model, viz. (i) solving combinatorial optimization problems and (ii) carrying out learning tasks. Numerical results of computer simulations are presented to demonstrate the characteristic features of the Boltzmann machine.

U2 - 10.1007/3-540-17943-7_119

DO - 10.1007/3-540-17943-7_119

M3 - Conference contribution

SN - 3-540-17943-7

SN - 978-3-540-17943-6

VL - 1

T3 - Lecture Notes in Computer Science

SP - 34

EP - 50

BT - PARLE, Parallel Architectures and Languages Europe (Eindhoven, The Netherlands, June 15-19, 1987)

A2 - Bakker, de, J.W.

A2 - Nijman, A.J.

A2 - Treleaven, P.C.

PB - Springer

ER -

Boltzmann machines and their applications

Abstract

Publication series

Access to Document

Fingerprint

Cite this