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General Video Game Artificial Intelligence.
・ISBN 978-3-031-00994-5 paper EUR 54.99
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| 著者・編者 | Liebana, Diego Perez / Lucas, Simon M. / Gaina, Raluca D. / Togelius, Julian / Khalifa, Ahmed / Liu, Jialin, |
|---|---|
| シリーズ | Synthesis Lectures on Games and Computational Intelligence |
| 出版社 | (Springer International Publishing AG, SZ) |
| 出版年月 | 2019 |
| ページ数 | 177 pp. |
| 言語 | ENG |
| ニュース番号 | <M25-5866> |
解説
Research on general video game playing aims at designing agents or content generators that can perform well in multiple video games, possibly without knowing the game in advance and with little to no specific domain knowledge. The general video game AI framework and competition propose a challenge in which researchers can test their favorite AI methods with a potentially infinite number of games created using the Video Game Description Language. The open-source framework has been used since 2014 for running a challenge. Competitors around the globe submit their best approaches that aim to generalize well across games. Additionally, the framework has been used in AI modules by many higher-education institutions as assignments, or as proposed projects for final year (undergraduate and Master's) students and Ph.D. candidates. The present book, written by the developers and organizers of the framework, presents the most interesting highlights of the research performed by the authors duringthese years in this domain. It showcases work on methods to play the games, generators of content, and video game optimization. It also outlines potential further work in an area that offers multiple research directions for the future.