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Pregled bibliografske jedinice broj: 167326

Data compression with multilayer perceptrons


Manger, Robert
Data compression with multilayer perceptrons // Proceedings of the 10th International Conference on Operational Research (KOI 2004) / Scitovski, Rudolf ; Jukić, Dragan (ur.).
Osijek: Department of Mathematics, University of Osijek, 2005. str. 121-130 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


CROSBI ID: 167326 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

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 : Department of Mathematics, University of Osijek, 2005, 121-130

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

Mjesto i datum
Trogir, Hrvatska, 22-24.09.2004

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


Projekti:
0037104

Ustanove:
Prirodoslovno-matematički fakultet, Matematički odjel, Zagreb

Profili:

Avatar Url Robert Manger (autor)


Citiraj ovu publikaciju:

Manger, Robert
Data compression with multilayer perceptrons // Proceedings of the 10th International Conference on Operational Research (KOI 2004) / Scitovski, Rudolf ; Jukić, Dragan (ur.).
Osijek: Department of Mathematics, University of Osijek, 2005. str. 121-130 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Manger, R. (2005) Data compression with multilayer perceptrons. U: Scitovski, R. & Jukić, D. (ur.)Proceedings of the 10th International Conference on Operational Research (KOI 2004).
@article{article, author = {Manger, Robert}, year = {2005}, pages = {121-130}, keywords = {artificial neural networks, data compression, multilayer perceptrons, holographic neural networks, experiments}, title = {Data compression with multilayer perceptrons}, keyword = {artificial neural networks, data compression, multilayer perceptrons, holographic neural networks, experiments}, publisher = {Department of Mathematics, University of Osijek}, publisherplace = {Trogir, Hrvatska} }
@article{article, author = {Manger, Robert}, year = {2005}, pages = {121-130}, keywords = {artificial neural networks, data compression, multilayer perceptrons, holographic neural networks, experiments}, title = {Data compression with multilayer perceptrons}, keyword = {artificial neural networks, data compression, multilayer perceptrons, holographic neural networks, experiments}, publisher = {Department of Mathematics, University of Osijek}, publisherplace = {Trogir, Hrvatska} }




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