| Presentation | 2015-06-18 Proposed stopping rule of exploration of Budget-limited multi-armed-bandit algorithm LAKUBE Makoto Niimi, Takayuki Ito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We focus on the budget-limited multi-armed bandit(BL-MAB) problems. In BL-MAB problems, the agent's actions are costly and constrained by a fixed budget. LAKUBE is BL-MAB algorithm for highly budget-constrained situation. LAKUBE has parameter $K_alpha$ that limits the number of arms of exploration. But, $K_alpha$ need to set optimal value. We propose new BL-MAB algorithm seKUBE. seKUBE decides to the number of arms of exploration. In our experiments, we compared the existing bandit algorithm with our proposedbandit algorithm. |
| Keyword(in Japanese) | (See Japanese page) |
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| Paper # | AI2015-10 |
| Date of Issue | 2015-06-11 (AI) |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2015/6/18(1days) |
| Place (in Japanese) | (See Japanese page) |
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| Topics (in Japanese) | (See Japanese page) |
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| Chair | Toshiharu Sugawara(Waseda Univ.) |
| Vice Chair | Tsunenori Mine(Kyushu Univ.) / Daisuke Katagami(Tokyo Polytechnic Univ.) |
| Secretary | Tsunenori Mine(Kyoto Univ.) / Daisuke Katagami(Shizuoka Univ.) |
| Assistant | Yuichi Sei(Univ. of Electro-Comm.) |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Proposed stopping rule of exploration of Budget-limited multi-armed-bandit algorithm LAKUBE |
| Sub Title (in English) | |
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| 1st Author's Name | Makoto Niimi |
| 1st Author's Affiliation | Nagoya Institute of Technology(NIT) |
| 2nd Author's Name | Takayuki Ito |
| 2nd Author's Affiliation | Nagoya Institute of Technology(NIT) |
| Date | 2015-06-18 |
| Paper # | AI2015-10 |
| Volume (vol) | vol.115 |
| Number (no) | AI-97 |
| Page | pp.pp.55-60(AI), |
| #Pages | 6 |
| Date of Issue | 2015-06-11 (AI) |