Bayesian Optimization Algorithm in Dynamic Environment
Result description
This paper is an experimental study investigating the capability of Bayesian optimization algorithms to solve dynamic problems. We tested the performance of two types of Bayesian optimization algorithms - Mixed continuous-discrete Bayesian Optimization Algorithm (MBOA), and Adaptive Mixed Bayesian Optimization Algorithm (AMBOA). We have compared the behaviour of both algorithms on a simple dynamic environment defined as a time-varying function with predefined parameters.
Keywords
Dynamic environment Estimation of Distribution Algorithms Bayesian Optimization Algorithms variance adaptation time-varying test function
The result's identifiers
Result code in IS VaVaI
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Bayesian Optimization Algorithm in Dynamic Environment
Original language description
This paper is an experimental study investigating the capability of Bayesian optimization algorithms to solve dynamic problems. We tested the performance of two types of Bayesian optimization algorithms - Mixed continuous-discrete Bayesian Optimization Algorithm (MBOA), and Adaptive Mixed Bayesian Optimization Algorithm (AMBOA). We have compared the behaviour of both algorithms on a simple dynamic environment defined as a time-varying function with predefined parameters.
Czech name
Bayesovský optimalizační algoritmus v dynamickém prostředí
Czech description
Experimentální studie vyšetřující možnost použití Baesovského optimalizačního algoritmu v časově proměnném prostředí. Pro testování jsme použili algoritmy Mixed continuous-discrete Bayesian Optimization Algorithm (MBOA) a Adaptive Mixed Bayesian Optimization Algorithm (AMBOA). Oba algoritmy jsme porovnali v jednoduchém testovacím prostředí s nastavitelnými parametry.
Classification
Type
D - Article in proceedings
CEP classification
JC - Computer hardware and software
OECD FORD branch
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Result continuities
Project
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2005
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Mendel 2005 11th Internacional Conference on Soft Computing
ISBN
80-214-2961-5
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
15-20
Publisher name
Faculty of Mechanical Engineering BUT
Place of publication
Brno, CZ
Event location
FME, VUT BRNO
Event date
Jun 15, 2005
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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Basic information
Result type
D - Article in proceedings
CEP
JC - Computer hardware and software
Year of implementation
2005