Computations on massively parallel networks based on the Boltzmann machine: A review

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

doi:10.1016/0167-8191(89)90124-5

Computations on massively parallel networks based on the Boltzmann machine: A review

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

Research output: Contribution to journal › Article › Scientific › peer-review

14 Citations (Scopus)

Abstract

Boltzmann machines offer an exciting approach to connectionist networks. Salient features of these networks are their distributed internal representations and their use of massive parallelism. This paper reviews some of the achievements in the research on Boltzmann machines and discusses in particular two different fields of application, viz. (1) solving combinatorial optimization problems and (ii) carrying out learning tasks. Some open problems are also touched upon.

Original language	English
Pages (from-to)	129-145
Number of pages	17
Journal	Parallel Computing
Volume	9
Issue number	2
DOIs	https://doi.org/10.1016/0167-8191(89)90124-5
Publication status	Published - 1989
Externally published	Yes

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title = "Computations on massively parallel networks based on the Boltzmann machine: A review",

abstract = "Boltzmann machines offer an exciting approach to connectionist networks. Salient features of these networks are their distributed internal representations and their use of massive parallelism. This paper reviews some of the achievements in the research on Boltzmann machines and discusses in particular two different fields of application, viz. (1) solving combinatorial optimization problems and (ii) carrying out learning tasks. Some open problems are also touched upon.",

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

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AB - Boltzmann machines offer an exciting approach to connectionist networks. Salient features of these networks are their distributed internal representations and their use of massive parallelism. This paper reviews some of the achievements in the research on Boltzmann machines and discusses in particular two different fields of application, viz. (1) solving combinatorial optimization problems and (ii) carrying out learning tasks. Some open problems are also touched upon.

U2 - 10.1016/0167-8191(89)90124-5

DO - 10.1016/0167-8191(89)90124-5

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JO - Parallel Computing

JF - Parallel Computing

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Computations on massively parallel networks based on the Boltzmann machine: A review

Abstract

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