Entropy and Minimax Risk of Hypoelliptic Pseudodifferential Operators

Fuente: arXiv
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Autores principales: Allard, Thomas, Bölcskei, Helmut
Formato: Preprint
Publicado: 2026
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author Allard, Thomas
Bölcskei, Helmut
author_facet Allard, Thomas
Bölcskei, Helmut
contents We characterize the entropy and minimax risk of a broad class of compact pseudodifferential operators. Under suitable decay and regularity conditions on the symbol, we combine a Weyl-type asymptotic relation between the eigenvalue-counting function and the phase-space volume of the symbol with a general correspondence between spectral quantities, entropy, and minimax risk for compact operators. This approach yields explicit asymptotic formulae for both entropy and minimax risk directly in terms of the symbol. As an application, we derive sharp entropy and minimax risk asymptotics for unit balls in Sobolev spaces on unbounded domains, thereby extending Pinsker's theorem for Sobolev classes beyond the bounded-domain setting, and showing that the sharp asymptotic constants are determined by phase-space geometry rather than domain geometry.
format Preprint
id arxiv_https___arxiv_org_abs_2603_23744
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Entropy and Minimax Risk of Hypoelliptic Pseudodifferential Operators
Allard, Thomas
Bölcskei, Helmut
Functional Analysis
We characterize the entropy and minimax risk of a broad class of compact pseudodifferential operators. Under suitable decay and regularity conditions on the symbol, we combine a Weyl-type asymptotic relation between the eigenvalue-counting function and the phase-space volume of the symbol with a general correspondence between spectral quantities, entropy, and minimax risk for compact operators. This approach yields explicit asymptotic formulae for both entropy and minimax risk directly in terms of the symbol. As an application, we derive sharp entropy and minimax risk asymptotics for unit balls in Sobolev spaces on unbounded domains, thereby extending Pinsker's theorem for Sobolev classes beyond the bounded-domain setting, and showing that the sharp asymptotic constants are determined by phase-space geometry rather than domain geometry.
title Entropy and Minimax Risk of Hypoelliptic Pseudodifferential Operators
topic Functional Analysis
url https://arxiv.org/abs/2603.23744