| Paper Abstract and Keywords |
| Presentation |
2008-10-20 13:30
Fault-Tolerant Multilayer Neural Networks for Multiple Weight-and-Neuron-Fault Kazuhiro Nishimura (Polytech Univ.), Masato Ootsu (JP Network), Tadayoshi Horita (Polytech Univ.), Itsuo Takanami (Ichinoseki kousen (former)) DC2008-22 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The architecture of artificial neural networks, which are derived from brain mechanisms, are quite different from ordinal computer systems, and there are many studies dealing with their applications in the areas of the pattern recognition and the data mining. To realize the networks performing practical intelligent tasks in hardware, faults in them are not negligible because the great number of neurons are necessary. In this paper, five learning algorithms, which realize their fault-tolerances in multilayer neural networks, are introduced, and compared with each other, based on computer simulations. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Neural network / Fault-tolerance / Back propergation / Learning / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 108, no. 248, DC2008-22, pp. 1-6, Oct. 2008. |
| Paper # |
DC2008-22 |
| Date of Issue |
2008-10-13 (DC) |
| 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 |
DC2008-22 |
| Conference Information |
| Committee |
DC |
| Conference Date |
2008-10-20 - 2008-10-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
National Center of Sciences |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
DC |
| Conference Code |
2008-10-DC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Fault-Tolerant Multilayer Neural Networks for Multiple Weight-and-Neuron-Fault |
| Sub Title (in English) |
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| Keyword(1) |
Neural network |
| Keyword(2) |
Fault-tolerance |
| Keyword(3) |
Back propergation |
| Keyword(4) |
Learning |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Kazuhiro Nishimura |
| 1st Author's Affiliation |
Politechnic Univercity (Polytech Univ.) |
| 2nd Author's Name |
Masato Ootsu |
| 2nd Author's Affiliation |
Japan Post Network (JP Network) |
| 3rd Author's Name |
Tadayoshi Horita |
| 3rd Author's Affiliation |
Politechnic Univercity (Polytech Univ.) |
| 4th Author's Name |
Itsuo Takanami |
| 4th Author's Affiliation |
Ichinoseki National College of Technology in former times (Ichinoseki kousen (former)) |
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| Speaker |
Author-1 |
| Date Time |
2008-10-20 13:30:00 |
| Presentation Time |
25 minutes |
| Registration for |
DC |
| Paper # |
DC2008-22 |
| Volume (vol) |
vol.108 |
| Number (no) |
no.248 |
| Page |
pp.1-6 |
| #Pages |
6 |
| Date of Issue |
2008-10-13 (DC) |