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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)
Download PDF 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)  
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)  
Keyword(1) Multi-agent  
Keyword(2) Q-learning  
Keyword(3) Distributed search  
Keyword(4) 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)
3rd Author's Name Toshiharu Sugawara  
3rd Author's Affiliation 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) 

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