Data compression with multilayer perceptrons (CROSBI ID 500754)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Manger, Robert
engleski
Data compression with multilayer perceptrons
The paper investigates the feasibility of using artificial neural networks as a tool for data compression. More precisely, the paper measures compression capabilities of one particular class of neural networks called multilayer perceptrons. An outline of a possible "neural" data compression method is given. Experiments are presented, where the outlined method has been simulated by using various data files and differently configured perceptrons. The best compression rates obtained in the experiments are listed and compared with similar results produced by some other network types, e.g. holographic neural networks.
artificial neural networks; data compression; multilayer perceptrons; holographic neural networks; experiments
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Podaci o prilogu
121-130-x.
2005.
objavljeno
Podaci o matičnoj publikaciji
Proceedings of the 10th International Conference on Operational Research (KOI 2004)
Scitovski, Rudolf ; Jukić, Dragan
Osijek: Odjel za matematiku Sveučilišta Josipa Jurja Strossmayera u Osijeku
Podaci o skupu
10th International Conference on Operational Research KOI 2004
predavanje
22.09.2005-24.09.2005
Trogir, Hrvatska