Conference paper

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.
Publication language:english
Original title:Evolutionary Multiobjective Bayesian Optimization Algorithm:Experimental Study
Title (cs):Evolutionary Multiobjective Bayesian Optimization Algorithm:Experimental Study
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)
Place:Hradec nad Moravicí, CZ
Year:2001
ISBN:80-85988-57-7
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
Annotation
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.
BibTeX:
@INPROCEEDINGS{
   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 = {http://www.fit.vutbr.cz/research/view_pub.php?id=6438}
}

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