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Asymptotic properties of level-regular decision trees with randomly evaluated leaves - MaRDI portal

Asymptotic properties of level-regular decision trees with randomly evaluated leaves (Q1099794)

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scientific article; zbMATH DE number 4041666
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Asymptotic properties of level-regular decision trees with randomly evaluated leaves
scientific article; zbMATH DE number 4041666

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    Asymptotic properties of level-regular decision trees with randomly evaluated leaves (English)
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    1989
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    Game trees are an important model of decision-making situations, both in artificial intelligence and decision analysis. The model most frequently investigated in theoretical research consists of a uniform tree of height h and a constant branching factor b, where the terminal positions are assigned the values of independent, identically distributed random variables. Our paper investigates two generalizations: (1) Different levels of the tree may have different branching factors; (2) The preferences of the two players may no longer be totally opposite. Our result concerns evaluation functions with a finite range of values. We prove that the induced (minimax) value of the tree's root is with high probability one of only two ``neighbouring'' values. Such a result does not hold for decision trees with three players.
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    asymptotic properties
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    level-regular decision trees
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    randomly evaluated leaves
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    game trees
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    decision-making
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    evaluation functions
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