Publication Details

Evolutionary Multiobjective Bayesian Optimization Algorithm:Experimental Study

SCHWARZ Josef and OČENÁŠEK Jiří. Evolutionary Multiobjective Bayesian Optimization Algorithm:Experimental Study. In: Proceedings of the 35th Spring International Conference MOSIS'01, Vol. 1. Hradec nad Moravicí, 2001, pp. 101-108. ISBN 80-85988-57-7.

Czech title

Type

conference paper

Language

english

Authors

Schwarz Josef, Ing., CSc. (DCSE FEECS BUT)
Očenášek Jiří, Ing. (DCSE FEECS BUT)

URL

http://www.fit.vutbr.cz/~schwarz/PDFCLANKY/mosis01.pdf PS

Keywords

Multiobjective optimization, evolutionary algorithms, Bayesian optimization algorithm, Pareto set, niching techniques, hypergraph bisectioning

Abstract

This paper deals with the utilizing of the Bayesian optimization algorithm (BOA) for multiobjective optimization of hypergraph partitioning. The main attention is focused on the incorporation of the Pareto optimality concept. We have modified the standard algorithm BOA for one criterion optimization according to well known niching techniques to find the Pareto optimal set. This approach was compared with standard weighting techniques and the single optimization approach with the constraint. The experiments are focused mainly on the bi-objective optimization because of the visualization simplicity.

Published

2001

Pages

101-108

Proceedings

Proceedings of the 35th Spring International Conference MOSIS'01, Vol. 1

Conference

35th Spring International Conference Modelling and Simulation of Systems (MOSIS 2001), Hradec nad Moravicí, CZ

ISBN

80-85988-57-7

Place

Hradec nad Moravicí, CZ

BibTeX

@INPROCEEDINGS{FITPUB6438,
   author = "Josef Schwarz and Ji\v{r}\'{i} O\v{c}en\'{a}\v{s}ek",
   title = "Evolutionary Multiobjective Bayesian Optimization Algorithm:Experimental Study",
   pages = "101--108",
   booktitle = "Proceedings of the 35th Spring International Conference MOSIS'01, Vol. 1",
   year = 2001,
   location = "Hradec nad Moravic\'{i}, CZ",
   ISBN = "80-85988-57-7",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/6438"
}