A Model of Belief Formation Based on Causality and Application to N-armed Bandit Problem

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  • Shinohara Shuji
    Department of Knowledge-based Information Engineering, Graduate School of Engineering, Toyohashi Univ. of Tech.
  • Taguchi Ryo
    Department of Knowledge-based Information Engineering, Graduate School of Engineering, Toyohashi Univ. of Tech.
  • Katsurada Kouichi
    Department of Knowledge-based Information Engineering, Graduate School of Engineering, Toyohashi Univ. of Tech.
  • Nitta Tsuneo
    Department of Knowledge-based Information Engineering, Graduate School of Engineering, Toyohashi Univ. of Tech.

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Other Title
  • 因果性に基づく信念形成モデルとN本腕バンディット問題への適用
  • インガセイ ニ モトズク シンネン ケイセイ モデル ト Nホンウデ バンディット モンダイ エノ テキヨウ

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Abstract

Through numbers of studies on the formation of equivalence relations and causal induction, it is known that human beings tend to consider conditional statements ``if p then q" as biconditional statements ``if and only if p then q": we call the tendency to perceive ``if p then q" as ``if q then p" the ``symmetry bias". On the other hand, many studies on children's word learning have pointed out that children tend to expect each object has only one label. This is so-called the ``mutual exclusivity bias". This bias implies

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