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Solving imperfect-information games

机译:解决不完美的信息游戏

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摘要

Imperfect-information games model settings where players have private information. Tremendous progress has been made in solving such games over the past 20 years, especially since the Annual Computer Poker Competition was established in 2006, where programs play each other. This progress can fuel the opera-tionalization of seminal game-theoretic solution concepts into detailed game models, powering a host of applications in business (e.g., auctions and negotiations), medicine (e.g., making sophisticated sequential plans against diseases), (cyber)security, and other domains. On page 145 of this issue, Bowling et til. (7) report on having computed a strategy for two-player limit Texas Hold'em poker that is so close to optimal that, at the pace a human plays poker, it cannot be beaten with statistical significance in a lifetime. While strong strategies have been computed for larger imperfect-information games as well (2-6), this is, to my knowledge, the largest imperfect-information game essentially solved to date, and the first one competitively played by humans that has now been essentially solved.
机译:信息不完善的游戏会模拟玩家拥有私人信息的设置。在过去的20年中,在解决此类游戏方面取得了巨大的进步,尤其是自2006年年度计算机扑克竞赛成立以来,程序之间就相互竞争。这一进步可以推动将开创性的博弈论解决方案概念运用于详细的游戏模型,从而为商业(例如拍卖和谈判),医学(例如制定针对疾病的复杂顺序计划),(网络)一系列应用提供支持安全性和其他领域。在此问题的第145页上,Bowling等人。 (7)报告说,已经计算出了两人极限德州扑克游戏的策略,该策略是如此接近最优,以人类玩扑克的速度,一生中都无法击败它。尽管针对较大的不完全信息游戏也已计算出了强大的策略(2-6),但据我所知,这是迄今为止已基本解决的最大的不完全信息游戏,而第一个人类具有竞争性的游戏现已问世。从根本上解决了。

著录项

  • 来源
    《Science》 |2015年第6218期|122-123|共2页
  • 作者

    Tuomas Sandholm;

  • 作者单位

    Carnegie Mellon University, Computer Science Department, Pittsburgh, PA, USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-18 02:51:57

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