About: Two-step Modified SOM for Parallel Calculation

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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 paper presents a simple modification of classic Kohonen network (SOM), which allows parallel processing of input data vectors or partitioning the problem in case of insufficient memory for all vectors from the training set. The algorithm pre-selects potential centroids of data clusters and uses them as weight vectors in the final SOM network.We have demonstrated the usage of this algorithm on images as well as on two well-known datasets representing handwritten digits. The paper presents a simple modification of classic Kohonen network (SOM), which allows parallel processing of input data vectors or partitioning the problem in case of insufficient memory for all vectors from the training set. The algorithm pre-selects potential centroids of data clusters and uses them as weight vectors in the final SOM network.We have demonstrated the usage of this algorithm on images as well as on two well-known datasets representing handwritten digits. (en)
Title	Two-step Modified SOM for Parallel Calculation Two-step Modified SOM for Parallel Calculation (en)
skos:prefLabel	Two-step Modified SOM for Parallel Calculation Two-step Modified SOM for Parallel Calculation (en)
skos:notation	RIV/61989100:27240/10:86076587!RIV13-MSM-27240___
http://linked.open...avai/riv/aktivita	S
http://linked.open...avai/riv/aktivity	S
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Gajdoš, Petr Moravec, Pavel
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	293901
http://linked.open...ai/riv/idVysledku	RIV/61989100:27240/10:86076587
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	handwritten digits; parallel calculation; Kohonen Network; SOM (en)
http://linked.open.../riv/klicoveSlovo	SOM Kohonen Network parallel calculation handwritten digits
http://linked.open...ontrolniKodProRIV	[6C4B98101E23]
http://linked.open...v/mistoKonaniAkce	Štědronín-Plazy
http://linked.open...i/riv/mistoVydani	Praha
http://linked.open...i/riv/nazevZdroje	CEUR Workshop Proceedings. Volume 567
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	2010
http://linked.open...iv/tvurceVysledku	Moravec, Pavel Gajdoš, Petr
http://linked.open...vavai/riv/typAkce	EUR - Evropská
http://linked.open.../riv/zahajeniAkce	2010-04-21 (xsd:date)
issn	1613-0073
number of pages	9 (xsd:int)
http://purl.org/ne...btex#hasPublisher	MATFYZPRESS
https://schema.org/isbn	978-80-7378-116-3
http://localhost/t...ganizacniJednotka	27240

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