講演名 2014/5/30
Testing of several function approximations for a partially observable card game
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抄録(和)
抄録(英) 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%.
キーワード(和)
キーワード(英)
資料番号 Vol.2014-EC-32 No.14
発行日

研究会情報
研究会 MVE
開催期間 2014/5/30(から1日開催)
開催地(和)
開催地(英)
テーマ(和)
テーマ(英)
委員長氏名(和)
委員長氏名(英)
副委員長氏名(和)
副委員長氏名(英)
幹事氏名(和)
幹事氏名(英)
幹事補佐氏名(和)
幹事補佐氏名(英)

講演論文情報詳細
申込み研究会 Media Experience and Virtual Environment (MVE)
本文の言語 ENG
タイトル(和)
サブタイトル(和)
タイトル(英) Testing of several function approximations for a partially observable card game
サブタイトル(和)
キーワード(1)(和/英)
第 1 著者 氏名(和/英) / JANA CATHRIN BACKHUS
第 1 著者 所属(和/英)
Hokkaido University
発表年月日 2014/5/30
資料番号 Vol.2014-EC-32 No.14
巻番号(vol) vol.114
号番号(no) 73
ページ範囲 pp.-
ページ数 6
発行日