Paper Abstract and Keywords |
Presentation |
2016-03-02 13:00
Efficient distributed search method using Q-learning in an environment with map Takahisa Yutoku, Ayumi Sugiyama, Toshiharu Sugawara (waseda) AI2015-65 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We propose a method for learning cooperative behavior efficiently in a multi-agent system running in an large environment. Cooperative behavior is required to operative in a large environment.However the performance of learning often degrade due to its large number of learning states. To cope with this problem,we reduce the size of learning states by abstraction. We experimentally indicate that our proposed method achieves efficient and effective learning for cooperative activities in a large scale environment. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Multi-agent / Q-learning / Distributed search / Collaboration / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 115, no. 478, AI2015-65, pp. 1-6, March 2016. |
Paper # |
AI2015-65 |
Date of Issue |
2016-02-24 (AI) |
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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AI2015-65 |
Conference Information |
Committee |
AI JSAI-KBS JSAI-DOCMAS JSAI-SAI IPSJ-ICS |
Conference Date |
2016-03-01 - 2016-03-04 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
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Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Social System and Information Technology |
Paper Information |
Registration To |
AI |
Conference Code |
2016-03-AI-KBS-DOCMAS-SAI-ICS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Efficient distributed search method using Q-learning in an environment with map |
Sub Title (in English) |
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Multi-agent |
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Q-learning |
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Distributed search |
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Collaboration |
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1st Author's Name |
Takahisa Yutoku |
1st Author's Affiliation |
Waseda University (waseda) |
2nd Author's Name |
Ayumi Sugiyama |
2nd Author's Affiliation |
Waseda University (waseda) |
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Toshiharu Sugawara |
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Waseda University (waseda) |
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Speaker |
Author-1 |
Date Time |
2016-03-02 13:00:00 |
Presentation Time |
25 minutes |
Registration for |
AI |
Paper # |
AI2015-65 |
Volume (vol) |
vol.115 |
Number (no) |
no.478 |
Page |
pp.1-6 |
#Pages |
6 |
Date of Issue |
2016-02-24 (AI) |