Presentation | 1999/3/18 Possibility of a single chaotic neuron model in dynamical signal processing elements Jousuke Kuroiwa, Shigetoshi Nara, Kazuyuki Aihara, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Fwrctional possibilities efa single chaotic neuron model are studied by means of nurnerical simulations related with dynwlical signal processing. As signals, wc apply six kinds of temporal spiking inputs with the same mean rate but di~erent correlations of intelspike intervals. Using au enrbedding method on a two-dimensional space from temporal output series of the model, we investigate long t.ime behaviors of response dynaulics. On the embedded space, the diircrence in thne structure of interspike intervals between six kinds of inputs leade to amplified difrerenee in dynamical respQnses betweeu them, and their discrimination ability shows uoise robustness. In addition, we evaluate the Lyapunov exponents in response dynamics from a viewpoints of nonlinear dynamical systems. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | single chaotic neuron / dynamical signal plocessing / embedding space method / chaotic sampling / noise robustness |
Paper # | NC98-105 |
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Committee | NC |
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Conference Date | 1999/3/18(1days) |
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Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Possibility of a single chaotic neuron model in dynamical signal processing elements |
Sub Title (in English) | |
Keyword(1) | single chaotic neuron |
Keyword(2) | dynamical signal plocessing |
Keyword(3) | embedding space method |
Keyword(4) | chaotic sampling |
Keyword(5) | noise robustness |
1st Author's Name | Jousuke Kuroiwa |
1st Author's Affiliation | Faculty of Integrated Arts and Sciences, Hiroshima University() |
2nd Author's Name | Shigetoshi Nara |
2nd Author's Affiliation | Department of Mathematical Engineering and Information Physics, University of Tokyo |
3rd Author's Name | Kazuyuki Aihara |
3rd Author's Affiliation | Sciences and Technology Corporation (JST) |
Date | 1999/3/18 |
Paper # | NC98-105 |
Volume (vol) | vol.98 |
Number (no) | 673 |
Page | pp.pp.- |
#Pages | 8 |
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