The maximum entropy principle and volumetric properties of Orlicz balls

Journal of Mathematical Analysis and Applications(2021)

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摘要
We study the precise asymptotic volume of balls in Orlicz spaces and show that the volume of the intersection of two Orlicz balls undergoes a phase transition when the dimension of the ambient space tends to infinity. This generalizes a result of Schechtman and Schmuckenschläger (1991) [32] for ℓpd-balls. As another application, we determine the precise asymptotic volume ratio for 2-concave Orlicz spaces ℓMd. Our method rests on ideas from statistical mechanics and large deviations theory, more precisely the maximum entropy or Gibbs principle for non-interacting particles, and presents a natural approach and fresh perspective to such geometric and volumetric questions. In particular, our approach explains how the p-generalized Gaussian distribution occurs in problems related to the geometry of ℓpd-balls, which are Orlicz balls when the Orlicz function is M(t)=|t|p.
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关键词
Central limit theorem,Gibbs measures,Maximum entropy principle,Orlicz spaces,Sharp large deviations,Threshold phenomenon,Volume ratio
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