Doc. Ing. Josef Schwarz, CSc.

SCHWARZ Josef a OČENÁŠEK Jiří. Pareto Bayesian Optimization Algorithm for the Multiobjective 0/1 Knapsack Problem. In: Proceedings of the 7th International Mendel Conference on Soft Computing. Brno: Fakulta strojního inženýrství VUT, 2001, s. 131-136. ISBN 80-214-1894-X.
Jazyk publikace:angličtina
Název publikace:Pareto Bayesian Optimization Algorithm for the Multiobjective 0/1 Knapsack Problem
Název (cs):Pareto Bayesian Optimization Algorithm for the Multiobjective 0/1 Knapsack Problem
Strany:131-136
Sborník:Proceedings of the 7th International Mendel Conference on Soft Computing
Konference:7th International Mendel Conference on Soft Computing
Místo vydání:Brno, CZ
Rok:2001
ISBN:80-214-1894-X
Vydavatel:Fakulta strojního inženýrství VUT
URL:http://www.fit.vutbr.cz/~schwarz/PDFCLANKY/mend01.pdf [PDF]
Klíčová slova
Knapsack problem, multiobjective optimization, Pareto set, evolutionary algorithms, Bayesian optimization algorithm, niching techniques
Anotace
: This paper deals with the utilizing of the Bayesian optimization algorithm (BOA) for the Pareto bi-criteria optimization of the 0/1 knapsack problem. The main attention is focused on the incorporation of the Pareto optimality concept into classical structure of the BOA algorithm. We have modified the standard algorithm BOA for one criterion optimization utilizing the known niching techniques to find the Pareto optimal set. The experiments are focused mainly on the bi-criteria optimization because of the visualization simplicity but it can be extended to multiobjective optimization, too.
BibTeX:
@INPROCEEDINGS{
   author = {Josef Schwarz and Ji{\v{r}}{\'{i}}
	O{\v{c}}en{\'{a}}{\v{s}}ek},
   title = {Pareto Bayesian Optimization Algorithm for the
	Multiobjective 0/1 Knapsack Problem},
   pages = {131--136},
   booktitle = {Proceedings of the 7th International Mendel Conference on
	Soft Computing},
   year = {2001},
   location = {Brno, CZ},
   publisher = {Faculty of Mechanical Engineering BUT},
   ISBN = {80-214-1894-X},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php.cs?id=6439}
}

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