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计算机扑克智能博弈研究综述
引用本文:袁唯淋,廖志勇,高巍,魏婷婷,罗俊仁,张万鹏,陈璟. 计算机扑克智能博弈研究综述[J]. 网络与信息安全学报, 2021, 7(5): 57-76. DOI: 10.11959/j.issn.2096-109x.2021087
作者姓名:袁唯淋  廖志勇  高巍  魏婷婷  罗俊仁  张万鹏  陈璟
作者单位:国防科技大学智能科学学院,湖南 长沙 410073
基金项目:国家自然科学基金(61702528);国家自然科学基金(61806212)
摘    要:计算机博弈是人工智能领域的“果蝇”,备受人工智能领域研究者的关注,已然成为研究认知智能的有利平台。扑克类博弈对抗问题可建模成边界确定、规则固定的不完美信息动态博弈,计算机扑克 AI 需要具备不完全信息动态决策、对手误导欺诈行为识别以及多回合筹码和风险管理等能力。首先梳理了以德州扑克为代表的计算机扑克智能博弈的发展历程,其次针对计算机扑克智能博弈典型模型算法、关键技术以及存在的主要问题进行了综述分析,最后探讨了计算机扑克智能博弈的未来发展趋势和应用前景。

关 键 词:计算机扑克  认知智能  不完美信息博弈  德州扑克  虚拟遗憾最小化  

Survey on intelligent game of computer poker
Weilin YUAN,Zhiyong LIAO,Wei GAO,Tingting WEI,Junren LUO,Wanpeng ZAHNG,Jing CHEN. Survey on intelligent game of computer poker[J]. Chinese Journal of Network and Information Security, 2021, 7(5): 57-76. DOI: 10.11959/j.issn.2096-109x.2021087
Authors:Weilin YUAN  Zhiyong LIAO  Wei GAO  Tingting WEI  Junren LUO  Wanpeng ZAHNG  Jing CHEN
Affiliation:College of Intelligence Science and Technology, National University of Defense and Technology, Changsha 410073, China
Abstract:Computer game is the drosophila in the field of artificial intelligence, which has attracted the attention of researchers in artificial intelligence, and has become an advantageous testbed for the research of cognitive intelligence.Poker game can be modeled as dynamic games with imperfect information, definite boundaries and fixed rules.Computer poker AI needs such abilities as dynamic decision-making with incomplete information, identification of misleading and fraudulent behaviors by opponents, and multi-round chips and risk management.Firstly , the development of computer poker game was introduced, which represented by Texas Hold’em poker.Then, typical intelligence game model algorithm, key techniques and existing main problems of computer poker were reviewed analysis.Finally, the future development trends and application prospect of computer intelligent poker game were discussed for cognitive intelligence.
Keywords:computer poker  cognitive intelligence  imperfect information game  Texas Hold'em poker  Counterfactual regret minimization  
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