About: Hybrid Adaptive Differential Evolution in Partitional Clustering

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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	The problem of optimal partitioning by minimizing pooled-within-variance of groups is addressed. Three state-of-the-art adaptive differential evolution algorithms are compared on four real-world data sets. A~novel hybrid differential evolution algorithm, including k-means algorithm for local search is proposed. The experimental comparison is done with either the plain adaptive differential evolution variants or the hybrid algorithms. Experimental results showed that hybrid algorithms are substantially better preforming when compared with plain differential evolution variants. Among hybrid variants, the competitive differential evolution appeared to be the most efficient. The problem of optimal partitioning by minimizing pooled-within-variance of groups is addressed. Three state-of-the-art adaptive differential evolution algorithms are compared on four real-world data sets. A~novel hybrid differential evolution algorithm, including k-means algorithm for local search is proposed. The experimental comparison is done with either the plain adaptive differential evolution variants or the hybrid algorithms. Experimental results showed that hybrid algorithms are substantially better preforming when compared with plain differential evolution variants. Among hybrid variants, the competitive differential evolution appeared to be the most efficient. (en)
Title	Hybrid Adaptive Differential Evolution in Partitional Clustering Hybrid Adaptive Differential Evolution in Partitional Clustering (en)
skos:prefLabel	Hybrid Adaptive Differential Evolution in Partitional Clustering Hybrid Adaptive Differential Evolution in Partitional Clustering (en)
skos:notation	RIV/61988987:17610/11:A12011VT!RIV12-MSM-17610___
http://linked.open...avai/predkladatel	Centrum excelence IT4Innovations, divize OU, Ústav pro výzkum a aplikace fuzzy modelování
http://linked.open...avai/riv/aktivita	S Z
http://linked.open...avai/riv/aktivity	S, Z(MSM6198898701)
http://linked.open...vai/riv/dodaniDat	2012
http://linked.open...aciTvurceVysledku	Tvrdík, Josef Křivý, Ivan
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	Ostravská univerzita v Ostravě / Centrum excelence IT4Innovations, divize OU, Ústav pro výzkum a aplikace fuzzy modelování
http://linked.open...dnocenehoVysledku	203031
http://linked.open...ai/riv/idVysledku	RIV/61988987:17610/11:A12011VT
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Optimal partitioning; trace-within minimizing criterion; adaptive differential evolution; k-means algorithm; hybrid search (en)
http://linked.open.../riv/klicoveSlovo	Optimal partitioning adaptive differential evolution hybrid search k-means algorithm trace-within minimizing criterion
http://linked.open...ontrolniKodProRIV	[009660D7E42F]
http://linked.open...v/mistoKonaniAkce	Brno
http://linked.open...i/riv/mistoVydani	Brno
http://linked.open...i/riv/nazevZdroje	MENDEL 2011 17th International Conference on Soft Computing
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...UplatneniVysledku	2011
http://linked.open...iv/tvurceVysledku	Tvrdík, Josef Křivý, Ivan
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2011-06-15 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Logické a algebraické metody pro zpracování informací zatížených neurčitostí a jejich použití ve fuzzy modelování
number of pages	8 (xsd:int)
http://purl.org/ne...btex#hasPublisher	University of Technology
https://schema.org/isbn	978-80-214-4302-0
http://localhost/t...ganizacniJednotka	17610
is http://linked.open...avai/riv/vysledek of	Hybrid Adaptive Differential Evolution in Partitional Clustering Hybrid Adaptive Differential Evolution in Partitional Clustering

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