| Presentation | 2014/5/30 Testing of several function approximations for a partially observable card game JANA CATHRIN BACKHUS, HIDETOSHI NONAKA, TAKESHI YOSHIKAWA, MASANORI SUGIMOTO, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Game playing is considered as an important research topic in the field of Artificial Intelligence, because its features resemble those of real world problems. Research aims contain creating strong computer players for the entertainment of humans and creating human-like learning algorithms. Wizard is a partially observable multi-player card game that is structured in rounds with different grades of information imperfectness. A computer player using reinforcement learning algorithm is considered for the game. Function approximation plays an important role in reinforcement learning. In our research, we tested different function approximation approaches for the game Wizard under the aspect of having different grades of information imperfectness in the game rounds. Experimental results show that the success of the function approximations is differing a lot for the game rounds as the game winning rate of the learning agent is differing between 0% and 26.74%. |
| Keyword(in Japanese) | (See Japanese page) |
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| Paper # | Vol.2014-EC-32 No.14 |
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| Conference Information | |
| Committee | MVE |
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| Conference Date | 2014/5/30(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Registration To | Media Experience and Virtual Environment (MVE) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Testing of several function approximations for a partially observable card game |
| Sub Title (in English) | |
| Keyword(1) | |
| 1st Author's Name | JANA CATHRIN BACKHUS |
| 1st Author's Affiliation | Hokkaido University() |
| 2nd Author's Name | HIDETOSHI NONAKA |
| 2nd Author's Affiliation | Hokkaido University |
| 3rd Author's Name | TAKESHI YOSHIKAWA |
| 3rd Author's Affiliation | Hokkaido University |
| 4th Author's Name | MASANORI SUGIMOTO |
| 4th Author's Affiliation | Hokkaido University |
| Date | 2014/5/30 |
| Paper # | Vol.2014-EC-32 No.14 |
| Volume (vol) | vol.114 |
| Number (no) | 73 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |