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Paper Abstract and Keywords
Presentation 2017-03-10 09:40
Efficient Decision Making by Harnessing the Computational Power of Physical Phenomena
Song-Ju Kim (NIMS) CCS2016-45
Abstract (in Japanese) (See Japanese page) 
(in English) In our previous work, we showed that the method physically solving decision-making problems, which is called ``the tug-of-war (TOW) principle,'' has high-efficiency. In this study, we show that on the basis of the TOW principle, ``the socially maximal decision maker'' used for channel assign problems in communication systems can be constructed by implementing the direct interaction between users to the tug-of-war of another liquid. Owing to this equipment, we can automatically achieve social maximum allocations in cognitive radio without huge calculations for evaluation values. Directly exploiting the features of physical phenomena, such as fluctuation, conservation law, and analogue, we can bring out the computational power for solving overall optimization problems.
Keyword (in Japanese) (See Japanese page) 
(in English) Natural Computing / Artificial Intelligence / Decision Making / Multi-armed Bandit Problem / Natural Intelligence / Machine Learning / /  
Reference Info. IEICE Tech. Rep., vol. 116, no. 514, CCS2016-45, pp. 1-6, March 2017.
Paper # CCS2016-45 
Date of Issue 2017-03-03 (CCS) 
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 CCS2016-45

Conference Information
Committee CCS  
Conference Date 2017-03-10 - 2017-03-11 
Place (in Japanese) (See Japanese page) 
Place (in English) ELSI, TITECH 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Natural Computing, etc. 
Paper Information
Registration To CCS 
Conference Code 2017-03-CCS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Efficient Decision Making by Harnessing the Computational Power of Physical Phenomena 
Sub Title (in English)  
Keyword(1) Natural Computing  
Keyword(2) Artificial Intelligence  
Keyword(3) Decision Making  
Keyword(4) Multi-armed Bandit Problem  
Keyword(5) Natural Intelligence  
Keyword(6) Machine Learning  
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Keyword(8)  
1st Author's Name Song-Ju Kim  
1st Author's Affiliation NIMS (NIMS)
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Speaker Author-1 
Date Time 2017-03-10 09:40:00 
Presentation Time 25 minutes 
Registration for CCS 
Paper # CCS2016-45 
Volume (vol) vol.116 
Number (no) no.514 
Page pp.1-6 
#Pages 6 
Date of Issue 2017-03-03 (CCS) 

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