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.
Authors
- Calvin Wooyoung Chin (ORCID: https://orcid.org/0000-0003-3960-4103)
Institutions
- Apple (United States) (US)
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
- Field-Weighted Citation Impact
- 0.00