Paper Abstract and Keywords |
Presentation |
2014-03-18 14:00
A profit sharing reinforcement learning method using hierarchical reward propagation function based on action history Zhenhua Gong, Hidehiro Nakano, Arata Miyauchi (Tokyo City Univ.) NC2013-139 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A Profit Sharing Reinforcement Learing (PSRL) method can realize robust learing not only in Markov Decision Process (MDP) environments but also in non-MDP environments such as Partially Observable MDP (POMDP) environments. The learing efficiency of the PSRL is significantly improved if a reinforcement function used in distributing rewards can be appropriately designed. In this paper, a PSRL method used hierarchical reward propagation function which is based on action history of learning agents is proposed. Using this method, efficient learning is possible for POMDP environments. Through numerical experiments, effectiveness of the proposed method can be verified. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Reinforcement Learing / Profit Sharing / Reinforcement Function / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 113, no. 500, NC2013-139, pp. 293-298, March 2014. |
Paper # |
NC2013-139 |
Date of Issue |
2014-03-10 (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) |
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NC2013-139 |
Conference Information |
Committee |
NC MBE |
Conference Date |
2014-03-17 - 2014-03-18 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa University |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2014-03-NC-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A profit sharing reinforcement learning method using hierarchical reward propagation function based on action history |
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Reinforcement Learing |
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Profit Sharing |
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Reinforcement Function |
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1st Author's Name |
Zhenhua Gong |
1st Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
2nd Author's Name |
Hidehiro Nakano |
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Tokyo City University (Tokyo City Univ.) |
3rd Author's Name |
Arata Miyauchi |
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Tokyo City University (Tokyo City Univ.) |
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Speaker |
Author-1 |
Date Time |
2014-03-18 14:00:00 |
Presentation Time |
20 minutes |
Registration for |
NC |
Paper # |
NC2013-139 |
Volume (vol) |
vol.113 |
Number (no) |
no.500 |
Page |
pp.293-298 |
#Pages |
6 |
Date of Issue |
2014-03-10 (NC) |
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