| Paper Abstract and Keywords |
| Presentation |
2011-12-20 15:20
A Study of Pulsed Neuron Model for Learning of the Order Relation Kaname Iwasa, Mauricio Kugler, Susumu Kuroyanagi, Akira Iwata (NIT) NC2011-93 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Pulsed neuron model is suitable for processing time series data,
like sound signals, and can be easily implemented in hardware.
However, this model recognizes frequency vector pattern in current time,
and cannot consider of the order relation in series of input data.
In this paper, we propose the learning method
for time sequence of input data using pulsed neuron model.
The proposed model adds the sets of connection weights
to the pulsed neuron model and change them by inner potential value.
Therefore, the inner potential when input data has in a specific order.
Experimental results showed
datasets coreesponding to different order relation,
could be successfully identified,
a the number of units and size of circuit of the proposed model
is smaller than other method. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
pulsed neuron model / order relation / set of weights / inner potential / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 111, no. 368, NC2011-93, pp. 53-57, Dec. 2011. |
| Paper # |
NC2011-93 |
| Date of Issue |
2011-12-13 (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) |
| Download PDF |
NC2011-93 |
| Conference Information |
| Committee |
NC MBE |
| Conference Date |
2011-12-20 - 2011-12-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Nagoya Institute of Technology |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NC |
| Conference Code |
2011-12-NC-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study of Pulsed Neuron Model for Learning of the Order Relation |
| Sub Title (in English) |
|
| Keyword(1) |
pulsed neuron model |
| Keyword(2) |
order relation |
| Keyword(3) |
set of weights |
| Keyword(4) |
inner potential |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kaname Iwasa |
| 1st Author's Affiliation |
Nagoya Institute of Technology (NIT) |
| 2nd Author's Name |
Mauricio Kugler |
| 2nd Author's Affiliation |
Nagoya Institute of Technology (NIT) |
| 3rd Author's Name |
Susumu Kuroyanagi |
| 3rd Author's Affiliation |
Nagoya Institute of Technology (NIT) |
| 4th Author's Name |
Akira Iwata |
| 4th Author's Affiliation |
Nagoya Institute of Technology (NIT) |
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| Speaker |
Author-1 |
| Date Time |
2011-12-20 15:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2011-93 |
| Volume (vol) |
vol.111 |
| Number (no) |
no.368 |
| Page |
pp.53-57 |
| #Pages |
5 |
| Date of Issue |
2011-12-13 (NC) |