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基于粒子群优化的德州扑克在线对手利用 被引量:1
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作者 胡振震 陈少飞 +2 位作者 袁唯淋 李鹏 陈璟 《控制与决策》 EI CSCD 北大核心 2024年第5期1687-1696,共10页
德州扑克中,相比于采用均衡策略求解的方法,对手利用是针对存在弱点的对手以获取更大收益的更有效方法.然而在面对一个全新对手时,在线条件下如何高效利用对手仍然是一大难题.现有方法常采用离线训练在线适应的方式来避开这一问题,即利... 德州扑克中,相比于采用均衡策略求解的方法,对手利用是针对存在弱点的对手以获取更大收益的更有效方法.然而在面对一个全新对手时,在线条件下如何高效利用对手仍然是一大难题.现有方法常采用离线训练在线适应的方式来避开这一问题,即利用学习、演化等方法,通过海量离线训练来获得具有对手适应性的模型,使其能在比赛中适应不同的对手,而不是在比赛中针对一个新对手在线主动地优化自身策略.对此,以在线主动策略优化实现有效对手利用为目的,基于时间维的粒子定义提出一种基于粒子群优化的策略优化方法,将在线策略优化的思路引入德州扑克这种具有强随机性的博弈问题中,开展对手利用并实现在线比赛收益最大化.针对适应度计算受随机运气影响以及部分对手针对性策略难以优化的问题,提出一种基于局部最优解替代、全局最优解替代的改进粒子群优化算法(BR-PSO).实验结果表明,对于标准PSO方法难以针对的对手,所提出的方法能有效获得对手的针对性策略以实现最大化对手利用,而且优化策略的收益能够媲美基于手牌预测AI的收益. 展开更多
关键词 粒子群优化 策略优化 最优解替代 对手利用 在线比赛 德州扑克
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The role of male contest competition over mates in speciation 被引量:10
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作者 Anna QVARNSTROM Niclas VALLIN Andreas RUDH 《Current Zoology》 SCIE CAS CSCD 2012年第3期493-509,共17页
Research on the role of sexual selection in the speciation process largely focuses on the diversifying role of mate choice. In particular, much attention has been drawn to the fact that population divergence in mate c... Research on the role of sexual selection in the speciation process largely focuses on the diversifying role of mate choice. In particular, much attention has been drawn to the fact that population divergence in mate choice and in the male traits subject to choice directly can lead to assortative mating. However, male contest competition over mates also constitutes an important mechanism of sexual selection. We review recent empirical studies and argue that sexual selection through male contest competition can affect speciation in ways other than mate choice. For example, biases in aggression towards similar competitors can lead to disruptive and negative frequency-dependent selection on the traits used in contest competition in a similar way as competition for other types of limited resources. Moreover, male contest abilities often trade-off against other abilities such as parasite resistance, protection against predators and general stress tolerance. Populations experiencing different ecological condi- tions should therefore quickly diverge non-randomly in a number of traits including male contest abilities. In resource based breeding systems, a feedback loop between competitive ability and habitat use may lead to further population divergence. We discuss how population divergence in traits used in male contest competition can lead to the build up of reproductive isolation through a number of different pathways. Our main conclusion is that the role of male contest competition in speciation remains largely scientifically unexplored [Current Zoology 58 (3): 493-509, 2012]. 展开更多
关键词 Male-male competition Sexual selection SPECIATION Resource based breeding systems Contest competition Population divergence Reproductive isolation
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