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| Presentation | 2013-11-13 15:45 [Poster Presentation] Sample Complexity Reduction in Reinforcement Learning by Transferred Transition and Reward Probability Kouta Oguni, Kazuyuki Narisawa, Ayumi Shinohara (Tohoku Univ.)  IBISML2013-54 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Most existing reinforcement learning algorithms are not very efficient in real environmental problems. Because, they have to try many times till they get an optimal policy. In this paper, we apply transfer learning to reinforcement learning for efficient learning. We propose a new algorithm called TR-MAX. The algorithm transfers transition and reward probabilities from a source task to a target task. We show that the sample complexity of TR-MAX is smaller than that of the base algorithm. Finally, we show that the performance of our algorithm is better than that of the base algorithm in a maze task. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Reinforcement Learning / Transfer Learning / Sample Complexity / PAC-MDP / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 113, no. 286, IBISML2013-54, pp. 139-146, Nov. 2013. | |
| Paper # | IBISML2013-54 | |
| Date of Issue | 2013-11-05 (IBISML) | |
| 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 | IBISML2013-54 |
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| Conference Information | |
| Committee | IBISML |
| Conference Date | 2013-11-10 - 2013-11-13 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tokyo Institute of Technology, Kuramae-Kaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | The 16th IBIS Workshop & The 2nd IBIS Tutorial |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2013-11-IBISML |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Sample Complexity Reduction in Reinforcement Learning by Transferred Transition and Reward Probability |
| Sub Title (in English) | |
| Keyword(1) | Reinforcement Learning |
| Keyword(2) | Transfer Learning |
| Keyword(3) | Sample Complexity |
| Keyword(4) | PAC-MDP |
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| 1st Author's Name | Kouta Oguni |
| 1st Author's Affiliation | Tohoku University (Tohoku Univ.) |
| 2nd Author's Name | Kazuyuki Narisawa |
| 2nd Author's Affiliation | Tohoku University (Tohoku Univ.) |
| 3rd Author's Name | Ayumi Shinohara |
| 3rd Author's Affiliation | Tohoku University (Tohoku Univ.) |
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| Speaker | Author-1 |
| Date Time | 2013-11-13 15:45:00 |
| Presentation Time | 180 minutes |
| Registration for | IBISML |
| Paper # | IBISML2013-54 |
| Volume (vol) | vol.113 |
| Number (no) | no.286 |
| Page | pp.139-146 |
| #Pages | 8 |
| Date of Issue | 2013-11-05 (IBISML) |
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