Stein kernels and moment maps
arXiv:1804.04699 · doi:10.1214/18-AOP1305
Abstract
We describe a construction of Stein kernels using moment maps, which are solutions to a variant of the Monge-Ampère equation. As a consequence, we show how regularity bounds on these maps control the rate of convergence in the classical central limit theorem, and derive new rates in Kantorovitch-Wasserstein distance in the log-concave situation, with explicit polynomial dependence on the dimension.
v2: improved dependence on the dimension in the quantitative CLT. v3: corrected a wrong sentence, which does not affect the results or the proofs
References in corpus (2)
Cited by in corpus (9)
- Notes on the dimension dependence in high-dimensional central limit theorems for hyperrectangles
- Stein operators, kernels and discrepancies for multivariate continuous distributions
- High-dimensional Central Limit Theorems by Stein's Method
- Regularity of solutions of the Stein equation and rates in the multivariate central limit theorem
- A CLT in Stein's distance for generalized Wishart matrices and higher order tensors
- The Brownian transport map
- The deficit in the Gaussian log-Sobolev inequality and inverse Santalo inequalities
- Malliavin-Stein Method: a Survey of Recent Developments
- On infinite covariance expansions