About: Experimental Comparison of Six Population Based Algorithms for Continuous Black Box Optimization

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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)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://www.mitpressjournals.org/doi/abs/10.1162/EVCO_a_00083
Description	Six population based methods for real valued black box optimization are thoroughly compared in this article. One of them, Nelder Mead simplex search, is rather old, but still a popular technique of direct search. The remaining five (POEMS, G3PCX, Cauchy EDA, BIPOP CMA ES, and CMA ES) are more recent and came from the evolutionary computation community. The recently proposed comparing continuous optimizers (COCO) methodology was adopted as the basis for the comparison. The results show that BIPOP CMA ES reaches the highest success rates and is often also quite fast. The results of the remaining algorithms are mixed, but Cauchy EDA and POEMS are usually slow. Six population based methods for real valued black box optimization are thoroughly compared in this article. One of them, Nelder Mead simplex search, is rather old, but still a popular technique of direct search. The remaining five (POEMS, G3PCX, Cauchy EDA, BIPOP CMA ES, and CMA ES) are more recent and came from the evolutionary computation community. The recently proposed comparing continuous optimizers (COCO) methodology was adopted as the basis for the comparison. The results show that BIPOP CMA ES reaches the highest success rates and is often also quite fast. The results of the remaining algorithms are mixed, but Cauchy EDA and POEMS are usually slow. (en)
Title	Experimental Comparison of Six Population Based Algorithms for Continuous Black Box Optimization Experimental Comparison of Six Population Based Algorithms for Continuous Black Box Optimization (en)
skos:prefLabel	Experimental Comparison of Six Population Based Algorithms for Continuous Black Box Optimization Experimental Comparison of Six Population Based Algorithms for Continuous Black Box Optimization (en)
skos:notation	RIV/68407700:21230/12:00199147!RIV13-MSM-21230___
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(GP102/08/P094), Z(MSM6840770012)
http://linked.open...iv/cisloPeriodika	4
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Kubalík, Jiří Pošík, Petr
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta elektrotechnická
http://linked.open...dnocenehoVysledku	135545
http://linked.open...ai/riv/idVysledku	RIV/68407700:21230/12:00199147
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Optimization; Population-Based search; Black Box; Continuous Domain (en)
http://linked.open.../riv/klicoveSlovo	Black Box Continuous Domain Optimization Population-Based search
http://linked.open...odStatuVydavatele	US - Spojené státy americké
http://linked.open...ontrolniKodProRIV	[2E44A3704230]
http://linked.open...i/riv/nazevZdroje	Evolutionary Computation
http://linked.open...in/vavai/riv/obor	JC
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Machine learning methods for solution construction in evolutionary algorithms
http://linked.open...UplatneniVysledku	2012
http://linked.open...v/svazekPeriodika	20
http://linked.open...iv/tvurceVysledku	Kubalík, Jiří Pošík, Petr
http://linked.open...ain/vavai/riv/wos	000311334400002
http://linked.open...n/vavai/riv/zamer	Transdisciplinární výzkum v oblasti biomedicínského inženýrství II
issn	1063-6560
number of pages	26 (xsd:int)
http://localhost/t...ganizacniJednotka	21230

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