About: Using two-step modified parallel SOM for song year prediction

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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)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	This paper uses 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 for computation of SOM by CUDA on YearPredictionMSD Data Set. The algorithm, presented in previous paper pre-selects potential centroids of data clusters and uses them as weight vectors in the final SOM network. The sutability of this algorithm has been already demonstrated on images as well as on two well-known datasets of hand-written digits This paper uses 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 for computation of SOM by CUDA on YearPredictionMSD Data Set. The algorithm, presented in previous paper pre-selects potential centroids of data clusters and uses them as weight vectors in the final SOM network. The sutability of this algorithm has been already demonstrated on images as well as on two well-known datasets of hand-written digits (en)
Title	Using two-step modified parallel SOM for song year prediction Using two-step modified parallel SOM for song year prediction (en)
skos:prefLabel	Using two-step modified parallel SOM for song year prediction Using two-step modified parallel SOM for song year prediction (en)
skos:notation	RIV/61989100:27240/11:86081086!RIV12-MSM-27240___
http://linked.open...avai/riv/aktivita	S
http://linked.open...avai/riv/aktivity	S
http://linked.open...iv/cisloPeriodika	1
http://linked.open...vai/riv/dodaniDat	2012
http://linked.open...aciTvurceVysledku	Gajdoš, Petr Moravec, Pavel
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
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	237425
http://linked.open...ai/riv/idVysledku	RIV/61989100:27240/11:86081086
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	YearPredictionMSD Data Set; SOM; parallel computation; Kohonen Network (en)
http://linked.open.../riv/klicoveSlovo	SOM parallel computation Kohonen Network YearPredictionMSD Data Set
http://linked.open...odStatuVydavatele	DE - Spolková republika Německo
http://linked.open...ontrolniKodProRIV	[8FB593D7C0E0]
http://linked.open...i/riv/nazevZdroje	Communications in Computer and Information Science
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...v/svazekPeriodika	188
http://linked.open...iv/tvurceVysledku	Moravec, Pavel Gajdoš, Petr
issn	1865-0929
number of pages	10 (xsd:int)
http://bibframe.org/vocab/doi	10.1007/978-3-642-22389-1_15
http://localhost/t...ganizacniJednotka	27240

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