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Pregled bibliografske jedinice broj: 366061

Parallel Execution of Square Approximation Learning Algorithm for MLP Neural Networks


Antunović, Mladen; Filko, Damir; Hocenski, Željko
Parallel Execution of Square Approximation Learning Algorithm for MLP Neural Networks // 16th Mediterranean Conference on Control and Automation
Ajaccio, France: IEEE, 2008. str. 1816-1821 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Parallel Execution of Square Approximation Learning Algorithm for MLP Neural Networks

Autori
Antunović, Mladen ; Filko, Damir ; Hocenski, Željko

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
16th Mediterranean Conference on Control and Automation / - Ajaccio, France : IEEE, 2008, 1816-1821

ISBN
978-1-4244-2505-1

Skup
16th Mediterranean Conference on Control and Automation

Mjesto i datum
Ajaccio, Corsica, France, June 25-27, 2008

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Neural network; learning algorithm; gradient method; parallel execution; time efficiency; Hessian

Sažetak
This work gives improvement of gradient learning algorithms for adjusting neural network weights. Suggested improvement results in alternative method that converge in less iteration and is inherently parallel, convenient for implementation on computer grid. Experimental results show time savings in multiple thread execution for a wide range of MLP neural network parameters, such as size of input/output data matrix, number of neurons and layers.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika, Računarstvo



POVEZANOST RADA


Projekt / tema
165-0361621-2000 - Distribuirano računalno upravljanje u transportu i industrijskim pogonima (Željko Hocenski, )

Ustanove
Fakultet elektrotehnike, računarstva i informacijskih tehnologija Osijek