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Statements

Subject Item
n2:RIV%2F68407700%3A21230%2F12%3A00199147%21RIV13-MSM-21230___
rdf:type
n4:Vysledek skos:Concept
rdfs:seeAlso
http://www.mitpressjournals.org/doi/abs/10.1162/EVCO_a_00083
dcterms: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.
dcterms: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
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
skos:notation
RIV/68407700:21230/12:00199147!RIV13-MSM-21230___
n4:predkladatel
n5:orjk%3A21230
n3:aktivita
n13:Z n13:P
n3:aktivity
P(GP102/08/P094), Z(MSM6840770012)
n3:cisloPeriodika
4
n3:dodaniDat
n6:2013
n3:domaciTvurceVysledku
n8:2312883 n8:1775022
n3:druhVysledku
n19:J
n3:duvernostUdaju
n12:S
n3:entitaPredkladatele
n20:predkladatel
n3:idSjednocenehoVysledku
135545
n3:idVysledku
RIV/68407700:21230/12:00199147
n3:jazykVysledku
n18:eng
n3:klicovaSlova
Optimization; Population-Based search; Black Box; Continuous Domain
n3:klicoveSlovo
n7:Continuous%20Domain n7:Population-Based%20search n7:Black%20Box n7:Optimization
n3:kodStatuVydavatele
US - Spojené státy americké
n3:kontrolniKodProRIV
[2E44A3704230]
n3:nazevZdroje
Evolutionary Computation
n3:obor
n14:JC
n3:pocetDomacichTvurcuVysledku
2
n3:pocetTvurcuVysledku
2
n3:projekt
n11:GP102%2F08%2FP094
n3:rokUplatneniVysledku
n6:2012
n3:svazekPeriodika
20
n3:tvurceVysledku
Kubalík, Jiří Pošík, Petr
n3:wos
000311334400002
n3:zamer
n21:MSM6840770012
s:issn
1063-6560
s:numberOfPages
26
n17:organizacniJednotka
21230