Paper Abstract and Keywords |
Presentation |
2019-09-23 12:30
Optimization of Neural Network by Using Swarm Intelligence Takumi Nakamura, Gennki Yoshida, Chihiro Ikuta (NIT, Suzuka College) NLP2019-40 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this study, we investigate about a learning of multi-layer perceptron (MLP) by using firefly algorithm. The firefly algorithm is one of optimization algorithm. We give weights of connection of MLP for optimization task of firefly algorithm. In general, the MLP is trained by a back propagation algorithm (BP) which uses the steepest decent method. We compare the firefly algorithm with the BP about characteristics of weights to be learned and confirm that the firefly algorithm can search the wide range in the solution space than the BP. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Firefly algorithm / Multi-layer perceptron / Optimization / Local minimum / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 209, NLP2019-40, pp. 27-30, Sept. 2019. |
Paper # |
NLP2019-40 |
Date of Issue |
2019-09-16 (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) |
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NLP2019-40 |
Conference Information |
Committee |
NLP |
Conference Date |
2019-09-23 - 2019-09-24 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Eikokuji Campus, University of Kochi |
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(See Japanese page) |
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etc. |
Paper Information |
Registration To |
NLP |
Conference Code |
2019-09-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Optimization of Neural Network by Using Swarm Intelligence |
Sub Title (in English) |
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Keyword(1) |
Firefly algorithm |
Keyword(2) |
Multi-layer perceptron |
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Optimization |
Keyword(4) |
Local minimum |
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1st Author's Name |
Takumi Nakamura |
1st Author's Affiliation |
National Institute of Technology, Suzuka College (NIT, Suzuka College) |
2nd Author's Name |
Gennki Yoshida |
2nd Author's Affiliation |
National Institute of Technology, Suzuka College (NIT, Suzuka College) |
3rd Author's Name |
Chihiro Ikuta |
3rd Author's Affiliation |
National Institute of Technology, Suzuka College (NIT, Suzuka College) |
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Speaker |
Author-2 |
Date Time |
2019-09-23 12:30:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2019-40 |
Volume (vol) |
vol.119 |
Number (no) |
no.209 |
Page |
pp.27-30 |
#Pages |
4 |
Date of Issue |
2019-09-16 (NLP) |
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