Paper Abstract and Keywords |
Presentation |
2009-11-13 11:25
Approximation of unknown neuron dynamics by a discrete-state spiking neuron model
-- an approach toward neural prosthesis -- Sho Hashimoto, Hiroyuki Torikai (Osaka Univ) NLP2009-104 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we introduce a hybrid spiking neuron which is a discrete-state neuron model.
The neuron is suitable for a hardware implementation, since the neuron is a wired system of shift registers and the control parameters are wiring patterns among them.
We analyze various responses of the neuron to a stimulation input.
In addition, we present a learning algorithm for the neuron.
The learning algorithm enables the neuron to reconstruct or approximate the response characteristics of anther neuron with unknown parameter values.
We also propose a learning method for a connected system of two neurons and analyze its basic characteristics. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Spiking Neuron / Hybrid Dynamical System / Learning / FPGA / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 109, no. 269, NLP2009-104, pp. 127-132, Nov. 2009. |
Paper # |
NLP2009-104 |
Date of Issue |
2009-11-04 (NLP) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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NLP2009-104 |
Conference Information |
Committee |
NLP |
Conference Date |
2009-11-11 - 2009-11-14 |
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(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2009-11-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Approximation of unknown neuron dynamics by a discrete-state spiking neuron model |
Sub Title (in English) |
an approach toward neural prosthesis |
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Spiking Neuron |
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Hybrid Dynamical System |
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Learning |
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FPGA |
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1st Author's Name |
Sho Hashimoto |
1st Author's Affiliation |
Osaka University (Osaka Univ) |
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Hiroyuki Torikai |
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Osaka University (Osaka Univ) |
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Speaker |
Author-1 |
Date Time |
2009-11-13 11:25:00 |
Presentation Time |
20 minutes |
Registration for |
NLP |
Paper # |
NLP2009-104 |
Volume (vol) |
vol.109 |
Number (no) |
no.269 |
Page |
pp.127-132 |
#Pages |
6 |
Date of Issue |
2009-11-04 (NLP) |
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