About: Why Do Evolutionary Algorithms Fail?

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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	Evolutionary algorithms are sometimes presented as an universal remedy that is easily applicable to almost any problem and is going to replace traditional techniques. These algorithms are quite often oversimplified and oversold and they real potential isvery often overestimated. Moreover, as a direct output of the so called %22no free lunch theorem%22 it is easy to realise that these algorithms are definitely not and simply cannot be a kind of tool that is applicable immediately and to whichever problem wi thout sufficient understanding the essence of the particular problem. Having understood the nature of the specific problem we might be able to design a hybrid evolutionary algorithm that might be a very competitive one or we might reach a conclusion thatit is not a good idea to employ an evolutionary inspired paradigm. We do believe that there are some very good circumstantial evidences that can help us to indicate potential problems and that is why we are going to describe them in this paper. Evolutionary algorithms are sometimes presented as an universal remedy that is easily applicable to almost any problem and is going to replace traditional techniques. These algorithms are quite often oversimplified and oversold and they real potential isvery often overestimated. Moreover, as a direct output of the so called %22no free lunch theorem%22 it is easy to realise that these algorithms are definitely not and simply cannot be a kind of tool that is applicable immediately and to whichever problem wi thout sufficient understanding the essence of the particular problem. Having understood the nature of the specific problem we might be able to design a hybrid evolutionary algorithm that might be a very competitive one or we might reach a conclusion thatit is not a good idea to employ an evolutionary inspired paradigm. We do believe that there are some very good circumstantial evidences that can help us to indicate potential problems and that is why we are going to describe them in this paper. (en)
Title	Why Do Evolutionary Algorithms Fail? Why Do Evolutionary Algorithms Fail? (en)
skos:prefLabel	Why Do Evolutionary Algorithms Fail? Why Do Evolutionary Algorithms Fail? (en)
skos:notation	RIV/62690094:18450/02:00000528!RIV/2003/MSM/184503/N
http://linked.open.../vavai/riv/strany	47-52
http://linked.open...avai/riv/aktivita	Z
http://linked.open...avai/riv/aktivity	Z(MSM 184500001)
http://linked.open...vai/riv/dodaniDat	2003
http://linked.open...aciTvurceVysledku	Slabý, Antonín Hynek, Josef
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	Univerzita Hradec Králové / Fakulta informatiky a managementu
http://linked.open...dnocenehoVysledku	670762
http://linked.open...ai/riv/idVysledku	RIV/62690094:18450/02:00000528
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	evolutionary algorithms, applications of evolutionary algorithms, reasons for failure (en)
http://linked.open.../riv/klicoveSlovo	evolutionary algorithms applications of evolutionary algorithms reasons for failure
http://linked.open...ontrolniKodProRIV	[574CD3C50632]
http://linked.open...v/mistoKonaniAkce	Madrid
http://linked.open...i/riv/mistoVydani	Madrid
http://linked.open...i/riv/nazevZdroje	Learning'02 International Conference
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...ocetUcastnikuAkce	0 (xsd:int)
http://linked.open...nichUcastnikuAkce	0 (xsd:int)
http://linked.open...UplatneniVysledku	2002
http://linked.open...iv/tvurceVysledku	Slabý, Antonín Hynek, Josef
http://linked.open...n/vavai/riv/zamer	http://linked.opendata.cz/resource/domain/vavai/zamer/MSM%20184500001
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Universidad Carlos III de Madrid
https://schema.org/isbn	84-89315-27-2
http://localhost/t...ganizacniJednotka	18450

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