About: Neural Network with Cooperative Switching Units with Application to Time Series Forecasting

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Simple neural networks with switching units are capable to predict seasonal time series with results comparable to common stochastic methods. This paper presents enhanced model of neural network with switching units with aim to improve the forecasting performance of non-stationary time series. The presented model of neural network network is build of neurons with feedback and continuous activation function and it has a two level topology. The paper further describes the application of genetic algorithms to the optimization of the first level of topology. Finally, the performance of the proposed model was tested on the time series of currency in circulation and two artificial seasonal stochastic processes. Experimental results confirm that the new model outperforms the basic one as well as common stochastic methods. Simple neural networks with switching units are capable to predict seasonal time series with results comparable to common stochastic methods. This paper presents enhanced model of neural network with switching units with aim to improve the forecasting performance of non-stationary time series. The presented model of neural network network is build of neurons with feedback and continuous activation function and it has a two level topology. The paper further describes the application of genetic algorithms to the optimization of the first level of topology. Finally, the performance of the proposed model was tested on the time series of currency in circulation and two artificial seasonal stochastic processes. Experimental results confirm that the new model outperforms the basic one as well as common stochastic methods. (en)
Title	Neural Network with Cooperative Switching Units with Application to Time Series Forecasting Neural Network with Cooperative Switching Units with Application to Time Series Forecasting (en)
skos:prefLabel	Neural Network with Cooperative Switching Units with Application to Time Series Forecasting Neural Network with Cooperative Switching Units with Application to Time Series Forecasting (en)
skos:notation	RIV/67985807:_____/09:00323370!RIV10-MSM-67985807
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(1M0567), Z(AV0Z10300504)
http://linked.open...vai/riv/dodaniDat	2010
http://linked.open...aciTvurceVysledku	Hakl, František
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	Ústav informatiky AV ČR, v. v. i.
http://linked.open...dnocenehoVysledku	329225
http://linked.open...ai/riv/idVysledku	RIV/67985807:_____/09:00323370
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	neural networks; time series forecasting; genetic optimization (en)
http://linked.open.../riv/klicoveSlovo	time series forecasting neural networks genetic optimization
http://linked.open...ontrolniKodProRIV	[E35DCF4D7538]
http://linked.open...v/mistoKonaniAkce	Los Angeles
http://linked.open...i/riv/mistoVydani	Los Alamitos
http://linked.open...i/riv/nazevZdroje	World Congress on Computer Science and Information Engineering
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	Centre for Applied Cybernetics
http://linked.open...UplatneniVysledku	2009
http://linked.open...iv/tvurceVysledku	Hakl, František Hlaváček, M. Kalous, R.
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2009-03-31 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Informatika pro informační společnost: modely, algoritmy, aplikace
number of pages	7 (xsd:int)
http://purl.org/ne...btex#hasPublisher	IEEE Computer Society
https://schema.org/isbn	978-0-7695-3507-4
is http://linked.open...avai/riv/vysledek of	Neural Network with Cooperative Switching Units with Application to Time Series Forecasting Neural Network with Cooperative Switching Units with Application to Time Series Forecasting Neural Network with Cooperative Switching Units with Application to Time Series Forecasting Neural Network with Cooperative Switching Units with Application to Time Series Forecasting

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