Opponent modeling by analysing play

Opponent modeling by analysing play
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通过分析比赛来建模对手

DOI:
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发表时间:
2002
期刊:
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影响因子:
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通讯作者:
H. Blockeel
H. Blockeel
中科院分区:
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文献类型:
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作者:
J. Ramon;N. Jacobs;H. Blockeel

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阿布斯特拉湾对手建模对于一个球员有更好的获胜机会和帮助一个诺维球员都是有用的。本文通过对对手打法的分析,讨论了对手建模问题。我们认为这是两个双重任务:hara terising一个特定的对手发挥和reognising一个未知的对手。我们用逻辑决策树学习系统学习可理解的对手模型。我们通过围棋的实验来说明我们的方法,并讨论了类似的想法在其他游戏中的应用。
Abstra t. Opponent modeling is useful for a player both to have a better han e to win and for tea hing a novi e player. In this paper we dis uss opponent modeling by analysing the play of the opponent. We view this as two dual tasks: hara terising the play of a parti ular opponent and re ognising an unknown opponent. We learn understandable opponent models with a logi al de ision tree learning system. We illustrate our approa h by an experiment in the game of go and dis uss the appli ation of similar ideas in other games.