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| Presentation | 2009-01-22 11:35 Digital Spatio-Temporal Pattern Prediction by Binary Neural Networks with Evolutional Learning Tohru Abe, Toshimichi Saito (Hosei Univ.)  CAS2008-70 NLP2008-100 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This paper studies application of binary neural networks (BNN) to prediction for spatio-temporal patterns. In the approach, we assume that the objective spatio-temporal patterns can be approximated by a cellular automaton (CA). Teacher signals are extracted from a part of objective pattern and are used for learning of the BNN. The BNN is used to govern dynamics of CA that outputs prediction patterns. Performing basic numerical experiments, we have investigated relation among the number of teacher signals, the number of hidden neurons and prediction performance. The results provide basic information for development of robust prediction method for digital spatio-temporal patterns. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Binary Neural Networks / Cellular Automaton / Prediction of Spatio-Temporal Patterns / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 108, no. 389, NLP2008-100, pp. 37-40, Jan. 2009. | |
| Paper # | NLP2008-100 | |
| Date of Issue | 2009-01-15 (CAS, 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) | |
| Download PDF | CAS2008-70 NLP2008-100 |
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| Conference Information | |
| Committee | CAS NLP |
| Conference Date | 2009-01-22 - 2009-01-23 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NLP |
| Conference Code | 2009-01-CAS-NLP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Digital Spatio-Temporal Pattern Prediction by Binary Neural Networks with Evolutional Learning |
| Sub Title (in English) | |
| Keyword(1) | Binary Neural Networks |
| Keyword(2) | Cellular Automaton |
| Keyword(3) | Prediction of Spatio-Temporal Patterns |
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| 1st Author's Name | Tohru Abe |
| 1st Author's Affiliation | Hosei Univerisity (Hosei Univ.) |
| 2nd Author's Name | Toshimichi Saito |
| 2nd Author's Affiliation | Hosei Univerisity (Hosei Univ.) |
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| Speaker | Author-1 |
| Date Time | 2009-01-22 11:35:00 |
| Presentation Time | 20 minutes |
| Registration for | NLP |
| Paper # | CAS2008-70, NLP2008-100 |
| Volume (vol) | vol.108 |
| Number (no) | no.388(CAS), no.389(NLP) |
| Page | pp.37-40 |
| #Pages | 4 |
| Date of Issue | 2009-01-15 (CAS, NLP) |
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