Detail výsledku

Bayesian Optimization Algorithms for Dynamic Problems

KOBLIHA, M.; SCHWARZ, J.; OČENÁŠEK, J. Bayesian Optimization Algorithms for Dynamic Problems. Applications of Evolutionary Computing. Lecture Notes in Computer Science. Budapest: Springer Verlag, 2006. no. 3907, p. 800-804. ISBN: 3-540-33237-5. ISSN: 0302-9743.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Kobliha Miloš, Ing., UPSY (FIT)
Schwarz Josef, doc. Ing., CSc., UPSY (FIT)
Očenášek Jiří, Ing.
Abstrakt

Thispaper is an experimental study investigating the capability ofBayesian optimization algorithms to solve dynamic problems. We testedthe performance of two variants of Bayesian optimization algorithms -Mixed continuous-discrete Bayesian Optimization Algorithm (MBOA),Adaptive Mixed Bayesian Optimization Algorithm (AMBOA) - and newproposed modifications with embedded Sentinels concept andHypervariance. We have compared the performance of these variants ona simple dynamic problem - a time-varying function with predefinedparameters. The experimental resultsconfirmed the benefit of Sentinels concept and Hypervariance embeddedinto MBOA algorithm for tracking a moving optimum.

Klíčová slova

BOA algorithm, dynamic problem, optimalization

Rok
2006
Strany
800–804
Časopis
Lecture Notes in Computer Science, roč. 2006, č. 3907, ISSN 0302-9743
Sborník
Applications of Evolutionary Computing
Konference
3rd European Workshop on Evolutionary Algorithms in Stochastic and Dynamic Environments
ISBN
3-540-33237-5
Vydavatel
Springer Verlag
Místo
Budapest
BibTeX 
@inproceedings{BUT22416,
  author="Miloš {Kobliha} and Josef {Schwarz} and Jiří {Očenášek}",
  title="Bayesian Optimization Algorithms for Dynamic Problems",
  booktitle="Applications of Evolutionary Computing",
  year="2006",
  journal="Lecture Notes in Computer Science",
  volume="2006",
  number="3907",
  pages="800--804",
  publisher="Springer Verlag",
  address="Budapest",
  isbn="3-540-33237-5",
  issn="0302-9743"
}
Projekty
Specifický výzkum, VUT, Vnitřní projekty VUT, SV, zahájení: 2005-01-01, ukončení: 2009-12-31, ukončen
Výzkumné skupiny
Výzkumná skupina aplikovaných evolučních algoritmů (VZ EVA)
Pracoviště
Ústav počítačových systémů (UPSY)
Nahoru