About: A Comparison of Two Adaptation Approaches in Differential Evolution

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	The influence of used adaptive approach on the performance of algorithm is addressed. Adaptive approaches applied in competitive differential evolution and in differential evolution using an ensemble of mutation strategies and parameter values are compared. The approaches used in these algorithms can be divided into two parts: adaptive mechanism and pool of strategies. Four variants of algorithm combining mutually these two parts are compared experimentally in six benchmark functions at two levels of dimension. It was found that the variants using the pool of ensemble of mutation strategies and parameter values need mostly less number of function evaluation to reach the stopping condition, while the algorithms with pool of competitive differential evolution are more reliable. The influence of used adaptive approach on the performance of algorithm is addressed. Adaptive approaches applied in competitive differential evolution and in differential evolution using an ensemble of mutation strategies and parameter values are compared. The approaches used in these algorithms can be divided into two parts: adaptive mechanism and pool of strategies. Four variants of algorithm combining mutually these two parts are compared experimentally in six benchmark functions at two levels of dimension. It was found that the variants using the pool of ensemble of mutation strategies and parameter values need mostly less number of function evaluation to reach the stopping condition, while the algorithms with pool of competitive differential evolution are more reliable. (en)
Title	A Comparison of Two Adaptation Approaches in Differential Evolution A Comparison of Two Adaptation Approaches in Differential Evolution (en)
skos:prefLabel	A Comparison of Two Adaptation Approaches in Differential Evolution A Comparison of Two Adaptation Approaches in Differential Evolution (en)
skos:notation	RIV/61988987:17610/12:A13012OM!RIV13-MSM-17610___
http://linked.open...avai/riv/aktivita	P S Z
http://linked.open...avai/riv/aktivity	P(ED1.1.00/02.0070), S, Z(MSM6198898701)
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Tvrdík, Josef Poláková, Radka
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ostravská univerzita v Ostravě / Centrum excelence IT4Innovations, divize OU, Ústav pro výzkum a aplikace fuzzy modelování
http://linked.open...dnocenehoVysledku	120106
http://linked.open...ai/riv/idVysledku	RIV/61988987:17610/12:A13012OM
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	global optimization; differential evolution; adaptation; experimental comparison (en)
http://linked.open.../riv/klicoveSlovo	experimental comparison adaptation differential evolution global optimization
http://linked.open...ontrolniKodProRIV	[53E71D820540]
http://linked.open...v/mistoKonaniAkce	Zakopane
http://linked.open...i/riv/mistoVydani	Berlin Heidelberg
http://linked.open...i/riv/nazevZdroje	Lecture Notes in Computer Science 7269
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	IT4Innovations Centre of Excellence
http://linked.open...UplatneniVysledku	2012
http://linked.open...iv/tvurceVysledku	Tvrdík, Josef Poláková, Radka
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open...ain/vavai/riv/wos	000314209500037
http://linked.open.../riv/zahajeniAkce	2012-04-29 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Logické a algebraické metody pro zpracování informací zatížených neurčitostí a jejich použití ve fuzzy modelování
number of pages	8 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Springer-Verlag
https://schema.org/isbn	978-3-642-29352-8
http://localhost/t...ganizacniJednotka	17610

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