Presentation | 2018-10-26 [Invited Lecture] AISTATS2018 Presentation Report and Recent Research Activities Shinsaku Sakaue, Masakazu Ishihata, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We introduce an AISTATS-2018 accepted paper: Efficient Bandit Combinatorial Optimization Algorithm with Zero-suppressed Binary Decision Diagrams (S. Sakaue, M. Ishihata, and S. Minato). In this study, we deal with a sequential decision making problem called adversarial combinatorial bandit problem. At each step of this problem, we choose an action from an exponentially large set of actions; due to its large size, existing methods typically take prohibitively long computation time. To overcome this difficulty, we take advantage of zero-suppressed binary decision diagrams (ZDDs) and develop an efficient ZDD-based algorithm for the problem. In addition, we introduce some papers accepted at AISTATS 2018, and we also report our recent research activities. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | adversarial combinatorial bandit / zero-suppersed binary decision diagram |
Paper # | COMP2018-30 |
Date of Issue | 2018-10-19 (COMP) |
Conference Information | |
Committee | COMP |
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Conference Date | 2018/10/26(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Kyoto University |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Toshihiro Fujito(Toyohashi Univ. of Tech.) |
Vice Chair | Shinichi Nakano(Gunma Univ.) |
Secretary | Shinichi Nakano(Kyoto Univ.) |
Assistant | Kazuhisa Seto(Seikei Univ.) |
Paper Information | |
Registration To | Technical Committee on Theoretical Foundations of Computing |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Invited Lecture] AISTATS2018 Presentation Report and Recent Research Activities |
Sub Title (in English) | |
Keyword(1) | adversarial combinatorial bandit |
Keyword(2) | zero-suppersed binary decision diagram |
1st Author's Name | Shinsaku Sakaue |
1st Author's Affiliation | NTT Communication Science Laboratories(NTT CS Lab.) |
2nd Author's Name | Masakazu Ishihata |
2nd Author's Affiliation | NTT Communication Science Laboratories(NTT CS Lab.) |
Date | 2018-10-26 |
Paper # | COMP2018-30 |
Volume (vol) | vol.118 |
Number (no) | COMP-268 |
Page | pp.pp.59-59(COMP), |
#Pages | 1 |
Date of Issue | 2018-10-19 (COMP) |