Detail publikace

Pareto Bayesian Optimization Algorithm for the Multiobjective 0/1 Knapsack Problem

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.
Název česky
Pareto Bayesian Optimization Algorithm for the Multiobjective 0/1 Knapsack Problem
Typ
článek ve sborníku konference
Jazyk
angličtina
Autoři
Schwarz Josef, Ing., CSc. (UIVT FEI VUT)
Očenášek Jiří, Ing. (UIVT FEI VUT)
URL
Abstrakt

: 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.

Rok
2001
Strany
131-136
Sborník
Proceedings of the 7th International Mendel Conference on Soft Computing
Konference
7th International Mendel Conference on Soft Computing, Brno, CZ
ISBN
80-214-1894-X
Vydavatel
Fakulta strojního inženýrství VUT
Místo
Brno, CZ
BibTeX
@INPROCEEDINGS{FITPUB6439,
   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 = "https://www.fit.vut.cz/research/publication/6439"
}
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