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  The Echo State Network on the Graphics Processing Unit

Keith, T., & Weddell, S. J. (n.d.). The Echo State Network on the Graphics Processing Unit. Artificial Intelligence and SOFT Computing, 7894, 96-107.

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 Urheber:
Keith, Tūreiti1, Autor           
Weddell, Stephen J., Autor
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1Research Group Theoretical Neurophysics, Max Planck Institute for Dynamics and Self-Organization, Max Planck Society, ou_2063289              

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 Zusammenfassung: Extending on previous work, the Echo State Network (ESN) and Tikhonov Regularisation (TR) training algorithms were implemented for both the CPU, an Intel i7-980; and the GPU, an Nvidia GTX480. The implementation used all 4 cores of the CPU, and all 480 cores of the GPU. The execution times of these implementations were measured and compared. In the ESN case, speed-ups were observed at reservoir sizes greater than 1,024. The first significant speed-ups of 6 and and 5 were observed at a reservoir size of 2,048 in double and single precision respectively. In the case of Tikhonov Regularisation, no significant speed-ups were observed.

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Sprache(n): eng - English
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 Publikationsstatus: Keine Angabe
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 Ort, Verlag, Ausgabe: -
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 Art der Begutachtung: Expertenbegutachtung
 Identifikatoren: eDoc: 673706
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Titel: Artificial Intelligence and SOFT Computing
Genre der Quelle: Zeitschrift
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Ort, Verlag, Ausgabe: -
Seiten: - Band / Heft: 7894 Artikelnummer: - Start- / Endseite: 96 - 107 Identifikator: -