About: Do Evolutionary Algorithms Indeed Require Random Numbers? Extended Study

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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	An inherent part of evolutionary algorithms, that are based on Darwin theory of evolution and Mendel theory of genetic heritage, are random processes. In this participation, we discuss whether are random processes really needed in evolutionary algorithms. We use n periodic deterministic processes instead of random number generators and compare performance of evolutionary algorithms powered by those processes and by pseudo-random number generators. Deterministic processes used in this participation are based on deterministic chaos and are used to generate periodical series with different length. Results presented here are numerical demonstration rather than mathematical proofs. We propose that a certain class of deterministic processes can be used instead of random number generators without lowering of evolutionary algorithms performance. An inherent part of evolutionary algorithms, that are based on Darwin theory of evolution and Mendel theory of genetic heritage, are random processes. In this participation, we discuss whether are random processes really needed in evolutionary algorithms. We use n periodic deterministic processes instead of random number generators and compare performance of evolutionary algorithms powered by those processes and by pseudo-random number generators. Deterministic processes used in this participation are based on deterministic chaos and are used to generate periodical series with different length. Results presented here are numerical demonstration rather than mathematical proofs. We propose that a certain class of deterministic processes can be used instead of random number generators without lowering of evolutionary algorithms performance. (en)
Title	Do Evolutionary Algorithms Indeed Require Random Numbers? Extended Study Do Evolutionary Algorithms Indeed Require Random Numbers? Extended Study (en)
skos:prefLabel	Do Evolutionary Algorithms Indeed Require Random Numbers? Extended Study Do Evolutionary Algorithms Indeed Require Random Numbers? Extended Study (en)
skos:notation	RIV/61989100:27240/13:86088782!RIV14-GA0-27240___
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(ED2.1.00/03.0089), P(GA13-08195S), S
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Zelinka, Ivan Davendra, Donald David
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	Vysoká škola báňská - Technická univerzita Ostrava / Fakulta elektrotechniky a informatiky
http://linked.open...dnocenehoVysledku	70178
http://linked.open...ai/riv/idVysledku	RIV/61989100:27240/13:86088782
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Random Numbers Engineering controlled terms: Random processes Engineering main heading: Random number generation; Random number generators; Pseudo random number generators; Mathematical proof; Deterministic process; Deterministic chaos; Darwin theory (en)
http://linked.open.../riv/klicoveSlovo	Darwin theory Deterministic process Mathematical proof Pseudo random number generators Random Numbers Engineering controlled terms: Random processes Engineering main heading: Random number generation Random number generators Deterministic chaos
http://linked.open...ontrolniKodProRIV	[24B57419AEF8]
http://linked.open...v/mistoKonaniAkce	Ostrava
http://linked.open...i/riv/mistoVydani	Heidelberg
http://linked.open...i/riv/nazevZdroje	Advances in Intelligent Systems and Computing. Volume 210
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	6 (xsd:int)
http://linked.open...vavai/riv/projekt	Vysoce škálovatelné paralelní a distribuované metody zpracování vědeckých dat The Centre of Security, Information and Advanced Technologies (CEBIA-Tech)
http://linked.open...UplatneniVysledku	2013
http://linked.open...iv/tvurceVysledku	Davendra, Donald David Zelinka, Ivan Šenkeřík, Roman Pluháček, Michal Lampinen, Jouni Chadli, Mohammed
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2013-06-03 (xsd:date)
issn	2194-5357
number of pages	15 (xsd:int)
http://bibframe.org/vocab/doi	10.1007/978-3-319-00542-3_8
http://purl.org/ne...btex#hasPublisher	Springer-Verlag
https://schema.org/isbn	978-3-319-00541-6
http://localhost/t...ganizacniJednotka	27240

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