论文标题

玻尔兹曼分布的公理测试

Axiomatic Tests for the Boltzmann Distribution

论文作者

Cerreia-Vioglio, Simone, Maccheroni, Fabio, Marinacci, Massimo, Rustichini, Aldo

论文摘要

Boltzmann分布描述了一个概率分布在状态空间上的单个参数(温度)家族。在任何给定的温度下,两个状态的概率之比取决于它们的能量差异。同一家庭在其他学科(经济学,心理学,计算机科学)中以不同的名称和解释而闻名。在非常多样化的领域中,这种广泛的使用表明了一种常见的概念结构。我们根据少数天然公理识别它。检查可观察到满足这些公理是否很容易,因此我们的表征提供了对Boltzmannian建模理论的简单经验测试。

The Boltzmann distribution describes a single parameter (temperature) family of probability distributions over a state space; at any given temperature, the ratio of probabilities of two states depends on their difference in energy. The same family is known in other disciplines (economics, psychology, computer science) with different names and interpretations. Such widespread use in very diverse fields suggests a common conceptual structure. We identify it on the basis of few natural axioms. Checking whether observables satisfy these axioms is easy, so our characterization provides a simple empirical test of the Boltzmannian modeling theories.

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