Paper Abstract and Keywords |
Presentation |
2014-12-13 13:40
A Learning Method for Extended SpikeProp without Redundant Spikes
-- A Discussion on Time Delay -- Takashi Matsumoto, Haruhiko Takase, Hiroharu Kawanaka, Shinji Tsuruoka (Mie Univ) NC2014-52 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
SpikeProp, which is proposed by Booij,
is a kind of spiking neural networks.
It can learn the timing of output spikes, but cannot adjust the number of output spikes.
Our research group has discussed the problem and proposed a learning method that can adjust both timing and number of spikes.
However, its learning performance depends on the initial network structure (the number of hidden units, time delay, the number of sub-connections, and so on).
In this article, we discuss the problem, especially the dependency to time delay.
And, we proposed the method that removes connections that have unnecessary time delay during its training.
The method dissolved the dependency for a simple benchmark problem. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Spiking Neural Network / SpikeProp / Time Series Information Processing / Learning Algorithm / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 114, no. 362, NC2014-52, pp. 49-53, Dec. 2014. |
Paper # |
NC2014-52 |
Date of Issue |
2014-12-06 (NC) |
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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NC2014-52 |
Conference Information |
Committee |
MBE NC |
Conference Date |
2014-12-13 - 2014-12-13 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nagoya University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
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Paper Information |
Registration To |
NC |
Conference Code |
2014-12-MBE-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Learning Method for Extended SpikeProp without Redundant Spikes |
Sub Title (in English) |
A Discussion on Time Delay |
Keyword(1) |
Spiking Neural Network |
Keyword(2) |
SpikeProp |
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Time Series Information Processing |
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Learning Algorithm |
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1st Author's Name |
Takashi Matsumoto |
1st Author's Affiliation |
Mie University (Mie Univ) |
2nd Author's Name |
Haruhiko Takase |
2nd Author's Affiliation |
Mie University (Mie Univ) |
3rd Author's Name |
Hiroharu Kawanaka |
3rd Author's Affiliation |
Mie University (Mie Univ) |
4th Author's Name |
Shinji Tsuruoka |
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Mie University (Mie Univ) |
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Speaker |
Author-1 |
Date Time |
2014-12-13 13:40:00 |
Presentation Time |
20 minutes |
Registration for |
NC |
Paper # |
NC2014-52 |
Volume (vol) |
vol.114 |
Number (no) |
no.362 |
Page |
pp.49-53 |
#Pages |
5 |
Date of Issue |
2014-12-06 (NC) |
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