Convex comparison of Gaussian mixtures

Motivated by the study of the propagation of convexity by semi-groups of stochastic differential equations and convex comparison between the distributions of solutions of two such equations, we study the comparison for the convex order between a Gaussian distribution and a Gaussian mixture. We give and discuss intrinsic necessary and sufficient conditions for convex ordering. On the examples that we have worked out, the two conditions appear to be closely related.

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Publication Details

Journal
Journal of Multivariate Analysis
Published
2025-05-08
DOI
https://doi.org/10.1016/j.jmva.2025.105448
Primary Topic
Stochastic processes and financial applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Convex comparison of Gaussian mixtures

Gilles Pagès, Benjamin Jourdain
Journal of Multivariate Analysis
Stochastic processes and financial applications
article

Convex comparison of Gaussian mixtures

Gilles Pagès, Benjamin Jourdain
article en

Abstract

Motivated by the study of the propagation of convexity by semi-groups of stochastic differential equations and convex comparison between the distributions of solutions of two such equations, we study the comparison for the convex order between a Gaussian distribution and a Gaussian mixture. We give and discuss intrinsic necessary and sufficient conditions for convex ordering. On the examples that we have worked out, the two conditions appear to be closely related.

Journal of Multivariate AnalysisVol. 209
CERMICS (FR), Laboratoire de Probabilités et Modèles Aléatoires (FR), Laboratoire de Probabilités, Statistique et Modélisation (FR)
Fondation du Risque
Openalex Percentile: Top 100%
Stochastic processes and financial applications
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