Publication detail

Design of Multithreaded Estimation of Distribution Algorithms.

OČENÁŠEK, J., SCHWARZ, J., PELIKÁN, M.

Original Title

Design of Multithreaded Estimation of Distribution Algorithms.

English Title

Design of Multithreaded Estimation of Distribution Algorithms.

Type

conference paper

Language

en

Original Abstract

This paper is focused on the parallel Estimation of Distribution algorithms. The proposed Multithreaded Mixed  Bayesian Optimization Algorithm (MMBOA) is intended for implementation on cluster of workstations that communicate by Message Passing Interface (MPI). Communication latency between workstations are eliminated by multithreaded processing, so in each workstation the high-priority model-building thread, which is communication demanding, can be overlapped by low-priority model sampling thread when neccessary. High performance of MMBOA is verified via simulation in TRANSIM tool 

English abstract

This paper is focused on the parallel Estimation of Distribution algorithms. The proposed Multithreaded Mixed  Bayesian Optimization Algorithm (MMBOA) is intended for implementation on cluster of workstations that communicate by Message Passing Interface (MPI). Communication latency between workstations are eliminated by multithreaded processing, so in each workstation the high-priority model-building thread, which is communication demanding, can be overlapped by low-priority model sampling thread when neccessary. High performance of MMBOA is verified via simulation in TRANSIM tool 

Keywords

Estimation of Distribution Algorithm, Multithreaded Mixed  Bayesian Oprtimization Algorithm, multithreaded processing, TRANSIM tool 

RIV year

2004

Released

09.05.2003

Publisher

Kluwer Verlag

Location

Chicago

ISBN

3-540-40-603-4

Book

Procceedings of GECCO 2003, USA

Pages from

1247

Pages to

1258

Pages count

12

Documents

BibTex


@inproceedings{BUT13983,
  author="Jiří {Očenášek} and Josef {Schwarz} and Martin {Pelikán}",
  title="Design of Multithreaded Estimation of Distribution Algorithms.",
  annote="This paper is focused on the parallel Estimation of Distribution algorithms. The proposed Multithreaded Mixed  Bayesian Optimization Algorithm (MMBOA) is intended for implementation on cluster of workstations that communicate by Message Passing Interface (MPI). Communication latency between workstations are eliminated by multithreaded processing, so in each workstation the high-priority model-building thread, which is communication demanding, can be overlapped by low-priority model sampling thread when neccessary. High performance of MMBOA is verified via simulation in TRANSIM tool ",
  address="Kluwer Verlag",
  booktitle="Procceedings of GECCO 2003, USA",
  chapter="13983",
  institution="Kluwer Verlag",
  year="2003",
  month="may",
  pages="1247--1258",
  publisher="Kluwer Verlag",
  type="conference paper"
}