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| Presentation | 2010-03-09 10:45 Fusion of a Simple Genetic Algorithm and a Boltzmann Machine Exhibiting 1/f Noise Mitsuhiro Yamada (Ibaraki Univ.)  NLP2009-162 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | A fusion of a simple genetic algorithm and a Boltzmann machine (FSGABM) is suggested here, as a new architecture, in which the two components are closely fused. A test problem, i.e., a pattern restoration, is also proposed, and the FSGABM and the SGA with elitism (SGAEL) were compared with respect to the power spectrum. Then, the FSGABM was able to generate effective evolution, and when the $1/f$ power spectrum in the low frequency region was examined, it implied long-range time-correlation. In contrast, the SGAEL was unable to generate such effective evolution, and the corresponding spectrum indicated no significant long-range time-correlation. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | evolutionary computation / cooperative phenomena / $1/f$ noise / genetic algorithm / Boltzmann machine / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 109, no. 458, NLP2009-162, pp. 27-30, March 2010. | |
| Paper # | NLP2009-162 | |
| Date of Issue | 2010-03-02 (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 | NLP2009-162 |
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| Conference Information | |
| Committee | NLP |
| Conference Date | 2010-03-09 - 2010-03-10 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | NLP |
| Conference Code | 2010-03-NLP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Fusion of a Simple Genetic Algorithm and a Boltzmann Machine Exhibiting 1/f Noise |
| Sub Title (in English) | |
| Keyword(1) | evolutionary computation |
| Keyword(2) | cooperative phenomena |
| Keyword(3) | $1/f$ noise |
| Keyword(4) | genetic algorithm |
| Keyword(5) | Boltzmann machine |
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| 1st Author's Name | Mitsuhiro Yamada |
| 1st Author's Affiliation | Ibaraki University (Ibaraki Univ.) |
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| Speaker | Author-1 |
| Date Time | 2010-03-09 10:45:00 |
| Presentation Time | 25 minutes |
| Registration for | NLP |
| Paper # | NLP2009-162 |
| Volume (vol) | vol.109 |
| Number (no) | no.458 |
| Page | pp.27-30 |
| #Pages | 4 |
| Date of Issue | 2010-03-02 (NLP) |
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