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Paper Abstract and Keywords
Presentation 2012-01-27 13:30
Analysis of Time Series Data Accompanied with Rewards and Actions using Reinforcement Learning
Hideki Asoh, Masanori Shiro, Toshihiro Kamishima, Shotaro Akaho (AIST), Takahide Kohro (Univ. Tokyo) NC2011-115
Abstract (in Japanese) (See Japanese page) 
(in English) Although the main applications of reinforcement learning (RL) is online
learning of intelligent agents working in environments, there exists some researches to use RL for analyzing collected time series data with rewards and actions, such as, dialog data in order to evaluate value of states, value of actions, and to predict future observations. In this paper, we introduce existing researches and also report on the applicability of the methods to the data from heart desease treatments.
Keyword (in Japanese) (See Japanese page) 
(in English) reinforcement learning / Markov decision process / time series analysis / data mining / / / /  
Reference Info. IEICE Tech. Rep., vol. 111, no. 419, NC2011-115, pp. 107-112, Jan. 2012.
Paper # NC2011-115 
Date of Issue 2012-01-19 (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 NC2011-115

Conference Information
Committee NC  
Conference Date 2012-01-26 - 2012-01-27 
Place (in Japanese) (See Japanese page) 
Place (in English) Future University Hakodate 
Topics (in Japanese) (See Japanese page) 
Topics (in English) General, Complex Systems and Neurocomputing 
Paper Information
Registration To NC 
Conference Code 2012-01-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Analysis of Time Series Data Accompanied with Rewards and Actions using Reinforcement Learning 
Sub Title (in English)  
Keyword(1) reinforcement learning  
Keyword(2) Markov decision process  
Keyword(3) time series analysis  
Keyword(4) data mining  
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Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Hideki Asoh  
1st Author's Affiliation National Institute of Advanced Industrial Science and Technology (AIST)
2nd Author's Name Masanori Shiro  
2nd Author's Affiliation National Institute of Advanced Industrial Science and Technology (AIST)
3rd Author's Name Toshihiro Kamishima  
3rd Author's Affiliation National Institute of Advanced Industrial Science and Technology (AIST)
4th Author's Name Shotaro Akaho  
4th Author's Affiliation National Institute of Advanced Industrial Science and Technology (AIST)
5th Author's Name Takahide Kohro  
5th Author's Affiliation The University of Tokyo (Univ. Tokyo)
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Speaker Author-1 
Date Time 2012-01-27 13:30:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2011-115 
Volume (vol) vol.111 
Number (no) no.419 
Page pp.107-112 
#Pages 6 
Date of Issue 2012-01-19 (NC) 

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