| Presentation | 2018-03-12 Learning in Two-Player Matrix Games by Policy Gradient Lagging Anchor Shiyao Ding, Toshimitsu Ushio, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a novel multi-agent reinforcement learning (MARL) algorithm which is called a policy gra-dient lagging anchor (PGLA) algorithm. Then, we consider 2 two-player matrix games as illustrative examples. Andit is shown by simulation that behaviors of the games using the PGLA algorithm can converge to Nash equilibriain both pure and mixed policies. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reinforcement Learning / Policy Gradient / Multi-Agent Systems / Matrix Game |
| Paper # | MSS2017-79 |
| Date of Issue | 2018-03-05 (MSS) |
| Conference Information | |
| Committee | MSS / NLP |
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| Conference Date | 2018/3/12(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Morikazu Nakamura(Univ. of Ryukyus) / Masaharu Adachi(Tokyo Denki Univ.) |
| Vice Chair | Shigemasa Takai(Osaka Univ.) / Norikazu Takahashi(Okayama Univ.) |
| Secretary | Shigemasa Takai(Toshiba) / Norikazu Takahashi(Osaka Univ.) |
| Assistant | Hideki Kinjo(Okinawa Univ.) / Toshihiro Tachibana(Shonan Inst. of Tech.) / Masayuki Kimura(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Mathematical Systems Science and its applications / Technical Committee on Nonlinear Problems |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Learning in Two-Player Matrix Games by Policy Gradient Lagging Anchor |
| Sub Title (in English) | |
| Keyword(1) | Reinforcement Learning |
| Keyword(2) | Policy Gradient |
| Keyword(3) | Multi-Agent Systems |
| Keyword(4) | Matrix Game |
| 1st Author's Name | Shiyao Ding |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Toshimitsu Ushio |
| 2nd Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2018-03-12 |
| Paper # | MSS2017-79 |
| Volume (vol) | vol.117 |
| Number (no) | MSS-506 |
| Page | pp.pp.11-14(MSS), |
| #Pages | 4 |
| Date of Issue | 2018-03-05 (MSS) |