Paper Abstract and Keywords |
Presentation |
2018-03-12 14:25
Analysis of Distributed Cooperative Thompson Sampling Motoki Kamimura, Naoki Hayashi, Shigemasa Takai (Osaka Univ.) MSS2017-80 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The bandit problem is a mathematical model which formulates the trade-off between the exploration for the better strategy and the exploitation of the reliable knowledge obtained so far.The bandit problem has various applications such as online advertising systems, channel selection in cognitive radio systems, and game tree search in machine learning.Most of the recent research focuses on the situation with a single player. However, along with the rapid growth of IoT, the importance for multi-player bandit algorithms has been increasing.In this paper, we consider a distributed cooperative multi-player bandit algorithm based on the Thompson sampling method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Bandit problem / Thompson抽出 / Multi-player / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 506, MSS2017-80, pp. 15-20, March 2018. |
Paper # |
MSS2017-80 |
Date of Issue |
2018-03-05 (MSS) |
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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MSS2017-80 |
Conference Information |
Committee |
MSS NLP |
Conference Date |
2018-03-12 - 2018-03-14 |
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(See Japanese page) |
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Paper Information |
Registration To |
MSS |
Conference Code |
2018-03-MSS-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Analysis of Distributed Cooperative Thompson Sampling |
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Bandit problem |
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Thompson抽出 |
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Multi-player |
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1st Author's Name |
Motoki Kamimura |
1st Author's Affiliation |
Osaka University (Osaka Univ.) |
2nd Author's Name |
Naoki Hayashi |
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Osaka University (Osaka Univ.) |
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Shigemasa Takai |
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Osaka University (Osaka Univ.) |
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Speaker |
Author-1 |
Date Time |
2018-03-12 14:25:00 |
Presentation Time |
25 minutes |
Registration for |
MSS |
Paper # |
MSS2017-80 |
Volume (vol) |
vol.117 |
Number (no) |
no.506 |
Page |
pp.15-20 |
#Pages |
6 |
Date of Issue |
2018-03-05 (MSS) |
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