About: Optimum SOM Distribution in Lukasiewicz Algebra

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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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Description	Optimum SOM distribution is a combinatorial method of self-organization. The input patterns are supposed to be elements of metric space M with given distance measure. Let G be given undirected graph as a model of output metric space with node distance. The optimum SOM is a distribution of input patterns into graph nodes satisfying distance proportionality. There are various approaches to objective function design. The traditional penalty approach related to cluster analysis is compared with fuzzy logic function minimization. The discrete optimization task is solved as an NP-complete problem using combinatorial and stochastic global optimization techniques. Both traditional and fuzzy approaches are compared on illustrative example. The optimum SOM distribution is a general tool for the pattern categorization including patterns of observable states or outputs of technological process. Optimum SOM distribution is a combinatorial method of self-organization. The input patterns are supposed to be elements of metric space M with given distance measure. Let G be given undirected graph as a model of output metric space with node distance. The optimum SOM is a distribution of input patterns into graph nodes satisfying distance proportionality. There are various approaches to objective function design. The traditional penalty approach related to cluster analysis is compared with fuzzy logic function minimization. The discrete optimization task is solved as an NP-complete problem using combinatorial and stochastic global optimization techniques. Both traditional and fuzzy approaches are compared on illustrative example. The optimum SOM distribution is a general tool for the pattern categorization including patterns of observable states or outputs of technological process. (en)
Title	Optimum SOM Distribution in Lukasiewicz Algebra Optimum SOM Distribution in Lukasiewicz Algebra (en)
skos:prefLabel	Optimum SOM Distribution in Lukasiewicz Algebra Optimum SOM Distribution in Lukasiewicz Algebra (en)
skos:notation	RIV/60461373:22340/02:00007062!RIV/2004/MSM/223404/N
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http://linked.open...avai/riv/aktivita	Z
http://linked.open...avai/riv/aktivity	Z(MSM 223400007)
http://linked.open...vai/riv/dodaniDat	2004
http://linked.open...aciTvurceVysledku	Majerová, Dana Kukal, Jaromír Bártová, Darina
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 chemicko-technologická v Praze / Fakulta chemicko-inženýrská
http://linked.open...dnocenehoVysledku	657369
http://linked.open...ai/riv/idVysledku	RIV/60461373:22340/02:00007062
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	self-organizing map (SOM); optimization; batch learning; metric space; graph; fuzzy (en)
http://linked.open.../riv/klicoveSlovo	graph metric space optimization fuzzy batch learning self-organizing map (SOM)
http://linked.open...ontrolniKodProRIV	[70ECA8B7EC8D]
http://linked.open...v/mistoKonaniAkce	Kouty nad Desnou
http://linked.open...i/riv/mistoVydani	Pardubice
http://linked.open...i/riv/nazevZdroje	Proc. of the 5th Int. Scientific - Technical Conference on Process Control '02
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
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http://linked.open...nichUcastnikuAkce	0 (xsd:int)
http://linked.open...UplatneniVysledku	2002
http://linked.open...iv/tvurceVysledku	Kukal, Jaromír Bártová, Darina Majerová, Dana Sýkorová, Květa
http://linked.open...vavai/riv/typAkce	EUR - Evropská
http://linked.open.../riv/zahajeniAkce	2002-06-10 (xsd:date)
http://linked.open...n/vavai/riv/zamer	http://linked.opendata.cz/resource/domain/vavai/zamer/MSM%20223400007
number of pages	5 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Univerzita Pardubice
https://schema.org/isbn	80-7194-452-1
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