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Paper Abstract and Keywords
Presentation 2012-12-12 09:25
The reinforcement learning method that introduced diversive curiosity to induce actions to unknown information.
Takeshi Nakahata, Kazushi Murakoshi (Toyohashi Univ. of Tech.) NC2012-75
Abstract (in Japanese) (See Japanese page) 
(in English) When the agent is in the face of actions to be learned in reinforcement learning, it is necessary to determine the proper timing of action in order to learn efficiently. Curiosity exists as a motivation which determines subject of interest in such a situation. Curiosity is broadly divided into specific curiosity and diversive curiosity in psychology. In this study, we focused on the diversive curiosity. Diversive curiosity is for directing the interest to a wide range of seeking unknown information in psychology. Based on the definition of diversive curiosiry in psychology, we propose a more efficient learning method which executes a action selection to induce action to unknown information by increasing the action priority according to the number of times to search each piece of information.
Keyword (in Japanese) (See Japanese page) 
(in English) Reinforcement Learning / Action Selection / Diversive Curiosity / / / / /  
Reference Info. IEICE Tech. Rep., vol. 112, no. 345, NC2012-75, pp. 7-12, Dec. 2012.
Paper # NC2012-75 
Date of Issue 2012-12-05 (NC) 
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 NC2012-75

Conference Information
Committee NC MBE  
Conference Date 2012-12-12 - 2012-12-12 
Place (in Japanese) (See Japanese page) 
Place (in English) Toyohashi University of Technology 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NC 
Conference Code 2012-12-NC-MBE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) The reinforcement learning method that introduced diversive curiosity to induce actions to unknown information. 
Sub Title (in English)  
Keyword(1) Reinforcement Learning  
Keyword(2) Action Selection  
Keyword(3) Diversive Curiosity  
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1st Author's Name Takeshi Nakahata  
1st Author's Affiliation Toyohashi University of Technology (Toyohashi Univ. of Tech.)
2nd Author's Name Kazushi Murakoshi  
2nd Author's Affiliation Toyohashi University of Technology (Toyohashi Univ. of Tech.)
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Speaker Author-1 
Date Time 2012-12-12 09:25:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2012-75 
Volume (vol) vol.112 
Number (no) no.345 
Page pp.7-12 
#Pages 6 
Date of Issue 2012-12-05 (NC) 

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