Naslov
Data compression with multilayer perceptrons

Autori
Manger, Robert

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

Izvornik
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, 2005, 121-130

Skup
10th International Conference on Operational Research (KOI 2004)

Mjesto i datum
Trogir, Hrvatska, 22.09.2004. - 24.09.2004

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
artificial neural networks; data compression; multilayer perceptrons; holographic neural networks; experiments

Sažetak
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.

Izvorni jezik
Engleski

Znanstvena područja
Matematika, Računarstvo

POVEZANOST RADA