A proof of the central limit theorem using the $2$-Wasserstein metric

We prove the Lindeberg–Feller central limit theorem without using characteristic functions or Taylor expansions, but instead by measuring how far a distribution is from the standard normal distribution according to the 2 -Wasserstein metric. This falls under the category of renormalization group methods. The facts we need about the metric are explained and proved in detail. We illustrate the idea on a classical version of the central limit theorem before going into the main proof.

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Publication Details

Journal
L’Enseignement Mathématique
Published
2025-02-13
DOI
https://doi.org/10.4171/lem/1094
Primary Topic
Geometric Analysis and Curvature Flows
Type
article
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article

A proof of the central limit theorem using the $2$-Wasserstein metric

Calvin Wooyoung Chin
L’Enseignement Mathématique
Geometric Analysis and Curvature Flows
article

A proof of the central limit theorem using the $2$-Wasserstein metric

Calvin Wooyoung Chin
article en

Abstract

We prove the Lindeberg–Feller central limit theorem without using characteristic functions or Taylor expansions, but instead by measuring how far a distribution is from the standard normal distribution according to the 2 -Wasserstein metric. This falls under the category of renormalization group methods. The facts we need about the metric are explained and proved in detail. We illustrate the idea on a classical version of the central limit theorem before going into the main proof.

L’Enseignement MathématiqueVol. 72(1)
Apple (United States) (US)
Openalex Percentile: Top 96%
Geometric Analysis and Curvature Flows
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A proof of the central limit theorem using the $2$-Wasserstein metric — Calvin Wooyoung Chin · L’Enseignement Mathématique (2025) | TGRS Research Map | TGRS