About: Diversity Visualization in Niching Evolutionary Algorithms Based on Simulation of Intermolecular Forces

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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	Není k dispozici (cs) This article deals with visualization of diversity in Evolutionary Algorithms (EAs) Diversity is an essenial aspect of each EA. It describes the variability of individuals in population. The lack of diversity is common problem - diversity should be preserved in order to evade local extremes (premature convergence). Niching algorithms are modifications of classical EAs. Niching is based on dividing the population into separate subpopulations - it spreads the individuals effectively all over the search space and hence making the overall population diverse. Using niching methods also requires setting of their parameters, which can be very difficult. This paper presents a novel way of diversity visualization based on simulation of intermolecular forces. This visualization is helpful when designing and tuning niching algorithms but it can also be used to visualize any data on which a similarity measure is defined. This article deals with visualization of diversity in Evolutionary Algorithms (EAs) Diversity is an essenial aspect of each EA. It describes the variability of individuals in population. The lack of diversity is common problem - diversity should be preserved in order to evade local extremes (premature convergence). Niching algorithms are modifications of classical EAs. Niching is based on dividing the population into separate subpopulations - it spreads the individuals effectively all over the search space and hence making the overall population diverse. Using niching methods also requires setting of their parameters, which can be very difficult. This paper presents a novel way of diversity visualization based on simulation of intermolecular forces. This visualization is helpful when designing and tuning niching algorithms but it can also be used to visualize any data on which a similarity measure is defined. (en)
Title	Diversity Visualization in Niching Evolutionary Algorithms Based on Simulation of Intermolecular Forces Diversity Visualization in Niching Evolutionary Algorithms Based on Simulation of Intermolecular Forces (en) Vizualizace diverzity niching evolučních algoritmů založená na simulaci mezimolekulárních sil (cs)
skos:prefLabel	Diversity Visualization in Niching Evolutionary Algorithms Based on Simulation of Intermolecular Forces Diversity Visualization in Niching Evolutionary Algorithms Based on Simulation of Intermolecular Forces (en) Vizualizace diverzity niching evolučních algoritmů založená na simulaci mezimolekulárních sil (cs)
skos:notation	RIV/68407700:21230/07:03132714!RIV08-AV0-21230___
http://linked.open.../vavai/riv/strany	7;12
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(KJB201210701), Z(MSM6840770012)
http://linked.open...vai/riv/dodaniDat	2008
http://linked.open...aciTvurceVysledku	Drchal, Jan Šnorek, Miroslav
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	České vysoké učení technické v Praze / Fakulta elektrotechnická
http://linked.open...dnocenehoVysledku	417700
http://linked.open...ai/riv/idVysledku	RIV/68407700:21230/07:03132714
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	diversity; evolutionary algorithms; niching; visualization (en)
http://linked.open.../riv/klicoveSlovo	evolutionary algorithms diversity visualization niching
http://linked.open...ontrolniKodProRIV	[471403D03B60]
http://linked.open...v/mistoKonaniAkce	Srní
http://linked.open...i/riv/mistoVydani	Plzeň
http://linked.open...i/riv/nazevZdroje	Počítačové architektury a diagnostika 2007
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	Automated Knowledge Extraction
http://linked.open...UplatneniVysledku	2007
http://linked.open...iv/tvurceVysledku	Drchal, Jan Šnorek, Miroslav
http://linked.open...vavai/riv/typAkce	EUR - Evropská
http://linked.open.../riv/zahajeniAkce	2007-09-17 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Transdisciplinární výzkum v oblasti biomedicínského inženýrství II
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Západočeská univerzita v Plzni. Fakulta aplikovaných věd
https://schema.org/isbn	978-80-7043-605-9
http://localhost/t...ganizacniJednotka	21230

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