Doc. Ing. Josef Schwarz, CSc.

SCHWARZ Josef a OČENÁŠEK Jiří. ACCELERATED BAYESIAN OPTIMIZATION ALGORITHMS FOR ADVANCED HYPERGRAPH PARTITIONING, accepted paper. In: Procceedings of MENDEL 2003. Brno: Fakulta strojního inženýrství VUT, 2003, s. 133-141. ISBN 80-214-2411-7.
Jazyk publikace:angličtina
Název publikace:ACCELERATED BAYESIAN OPTIMIZATION ALGORITHMS FOR ADVANCED HYPERGRAPH PARTITIONING, accepted paper
Název (cs):Akcelerované Bayesovské optimalizační algoritmy pro pokročilé dekompozice hypergrafů
Strany:133-141
Sborník:Procceedings of MENDEL 2003
Konference:9th International Mendel Conference on Soft Computing
Místo vydání:Brno, CZ
Rok:2003
ISBN:80-214-2411-7
Vydavatel:Fakulta strojního inženýrství VUT
Klíčová slova
Akcelerované Bayesovské optimalizační algoritmy
Anotace
The paper summarizes our recent work on the design, analysis and applications of the Bayesian optimization algorithm (BOA) and its advanced accelerated variants for solving complex - sometimes NP-complete - combinatorial optimization problems from circuit design. We review the methods for accelerating BOA for hypergraph-partitioning problem. The first method accelerates the convergence of sequential BOA by utilizing specific knowledge about the optimized problem and the second method is based on the parallel construction of a probabilistic model. In the experimental part we analyze the advantages of acceleration techniques and prove that BOA is able to solve hypergraph partitioning problems reliably, effectively, and without the need for specifying control parameters and encoding schemes as in recombination-based genetic algorithms.
BibTeX:
@INPROCEEDINGS{
   author = {Josef Schwarz and Ji{\v{r}}{\'{i}}
	O{\v{c}}en{\'{a}}{\v{s}}ek},
   title = {ACCELERATED BAYESIAN OPTIMIZATION ALGORITHMS FOR ADVANCED
	HYPERGRAPH PARTITIONING, accepted paper},
   pages = {133--141},
   booktitle = {Procceedings of MENDEL 2003},
   year = {2003},
   location = {Brno, CZ},
   publisher = {Faculty of Mechanical Engineering BUT},
   ISBN = {80-214-2411-7},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php.cs?id=7190}
}

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