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| Presentation | 2015-06-23 16:10 Optimal Algorithms in Dueling Bandit Problem Junpei Komiyama, Junya Honda (U-Tokyo), Hisashi Kashima (Kyoto University), Hiroshi Nakagawa (U-Tokyo)  IBISML2015-14 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | We study the K-armed dueling bandit problem, a variation of the standard stochastic bandit problem where the feedback is limited to relative comparisons of a pair of arms. Algorithms that are inspired by the Deterministic Minimum Empirical Divergence algorithm (Honda and Takemura, 2010) are proposed. The effectiveness of the proposed algorithms are assessed both theoretically and empirically. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | multi-armed bandit problem / dueling bandit problem / online learning / preference elicitation / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 115, no. 112, IBISML2015-14, pp. 87-94, June 2015. | |
| Paper # | IBISML2015-14 | |
| Date of Issue | 2015-06-16 (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 | IBISML2015-14 |
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| Conference Information | |
| Committee | NC IPSJ-BIO IBISML IPSJ-MPS |
| Conference Date | 2015-06-23 - 2015-06-25 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine Learning Approach to Biodata Mining, and General |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2015-06-NC-BIO-IBISML-MPS |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Optimal Algorithms in Dueling Bandit Problem |
| Sub Title (in English) | * |
| Keyword(1) | multi-armed bandit problem |
| Keyword(2) | dueling bandit problem |
| Keyword(3) | online learning |
| Keyword(4) | preference elicitation |
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| 1st Author's Name | Junpei Komiyama |
| 1st Author's Affiliation | The University of Tokyo (U-Tokyo) |
| 2nd Author's Name | Junya Honda |
| 2nd Author's Affiliation | The University of Tokyo (U-Tokyo) |
| 3rd Author's Name | Hisashi Kashima |
| 3rd Author's Affiliation | Kyoto University (Kyoto University) |
| 4th Author's Name | Hiroshi Nakagawa |
| 4th Author's Affiliation | The University of Tokyo (U-Tokyo) |
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| Speaker | Author-1 |
| Date Time | 2015-06-23 16:10:00 |
| Presentation Time | 25 minutes |
| Registration for | IBISML |
| Paper # | IBISML2015-14 |
| Volume (vol) | vol.115 |
| Number (no) | no.112 |
| Page | pp.87-94 |
| #Pages | 8 |
| Date of Issue | 2015-06-16 (IBISML) |
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