Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
IEICE Technical Committee Submission System
Conference Paper's Information		 Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2012-03-14 13:20
Emergence of Exploration Bahavior and Multi-valued Memory through Reinforcement Learning with a Recurrent Neural Network
Katsunari Shibata, Kenta Goto (Oita Univ.) NC2011-134
Abstract (in Japanese) (See Japanese page) 
(in English) The authors have propounded that various functions emerge purposively and harmoniously through reinforcement learning with a neural network. In this paper, emergence of deterministic ``exploration'' behavior utilizing memory is focused on. In the simulation of 3 × 3 random maze with an invisible goal task, by introducing a recurrent neural network for Q-learning, an agent could represent more accurate Q-values considering past experiences, and learn more appropriate exploration behaviors. The acquired knowledge could be generalized in some unknown environments to some extent. It is also shown that through the learning in a simple environment with a random-located branch, the recurrent neural network memorizes and keeps the multi-valued branch position to represent accurate Q-values even though that is not required to realize the optimal path.
Keyword (in Japanese) (See Japanese page) 
(in English) reinforcement learning / recurrent neural network / learning of exploration / memory / function emergence / / /  
Reference Info. IEICE Tech. Rep., vol. 111, no. 483, NC2011-134, pp. 75-80, March 2012.
Paper # NC2011-134 
Date of Issue 2012-03-07 (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 NC2011-134

Conference Information
Committee MBE NC  
Conference Date 2012-03-14 - 2012-03-16 
Place (in Japanese) (See Japanese page) 
Place (in English) Tamagawa University 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NC 
Conference Code 2012-03-MBE-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Emergence of Exploration Bahavior and Multi-valued Memory through Reinforcement Learning with a Recurrent Neural Network 
Sub Title (in English)  
Keyword(1) reinforcement learning  
Keyword(2) recurrent neural network  
Keyword(3) learning of exploration  
Keyword(4) memory  
Keyword(5) function emergence  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Katsunari Shibata  
1st Author's Affiliation Oita University (Oita Univ.)
2nd Author's Name Kenta Goto  
2nd Author's Affiliation Oita University (Oita Univ.)
3rd Author's Name  
3rd Author's Affiliation ()
4th Author's Name  
4th Author's Affiliation ()
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2012-03-14 13:20:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2011-134 
Volume (vol) vol.111 
Number (no) no.483 
Page pp.75-80 
#Pages 6 
Date of Issue 2012-03-07 (NC) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan