| Presentation | 2019-02-28 Regret-based emotional modeling of an opponent in a game-playing agent Hector Dubuis, Michita Imai, Masahiko Osawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper aims at improving the quality of human-robot interaction by building a model of the user based on his emotions. We use regret-based reinforcement learning based on a variety of features derived through computer vision techniques. We set out to improve agent performance in a two-player game, compared to traditional techniques that do not involve affective computing. We implement this approach in a competitive game, and a cooperative game. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Human-robot interactionAffective computingComputer visionReinforcement learning |
| Paper # | PRMU2018-116,CNR2018-39 |
| Date of Issue | 2019-02-21 (PRMU, CNR) |
| Conference Information | |
| Committee | PRMU / CNR |
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| Conference Date | 2019/2/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shinichi Sato(NII) / Tetsuo Ono(Hokkaido Univ.) |
| Vice Chair | Yoshihisa Ijiri(Omron) / Toru Tamaki(Hiroshima Univ.) / Masayuki Kanbara(NAIST) / Kazunori Takashio(Keio Univ.) |
| Secretary | Yoshihisa Ijiri(NEC) / Toru Tamaki(Osaka Univ.) / Masayuki Kanbara(Hokkaido Univ.) / Kazunori Takashio(Panasonic) |
| Assistant | Go Irie(NTT) / Yoshitaka Ushiku(Univ. of Tokyo) / Wataru Mito(SECOM) / Yuka Kobayashi(Toshiba) / Tatsuya Ishihara(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Cloud Network Robotics |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Regret-based emotional modeling of an opponent in a game-playing agent |
| Sub Title (in English) | |
| Keyword(1) | Human-robot interactionAffective computingComputer visionReinforcement learning |
| 1st Author's Name | Hector Dubuis |
| 1st Author's Affiliation | Keio University(Keio) |
| 2nd Author's Name | Michita Imai |
| 2nd Author's Affiliation | Keio University(Keio) |
| 3rd Author's Name | Masahiko Osawa |
| 3rd Author's Affiliation | Keio University(Keio) |
| Date | 2019-02-28 |
| Paper # | PRMU2018-116,CNR2018-39 |
| Volume (vol) | vol.118 |
| Number (no) | PRMU-459,CNR-460 |
| Page | pp.pp.11-14(PRMU), pp.11-14(CNR), |
| #Pages | 4 |
| Date of Issue | 2019-02-21 (PRMU, CNR) |