Concentration for Coulomb gases on compact manifolds

被引:9
作者
Garcia-Zelada, David [1 ]
机构
[1] Univ Paris 09, PSL Res Univ, CEREMADE, Pl Marechal de Lattre de Tassigny, F-75016 Paris, France
关键词
Gibbs measure; Green function; Coulomb gas; empirical measure; concentration of measure; interacting particle system; singular potential; heat kernel; ENERGY;
D O I
10.1214/19-ECP211
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We study the non-asymptotic behavior of a Coulomb gas on a compact Riemannian manifold. This gas is a symmetric n-particle Gibbs measure associated to the two-body interaction energy given by the Green function. We encode such a particle system by using an empirical measure. Our main result is a concentration inequality in Kantorovich-Wasserstein distance inspired from the work of Chafal, Hardy and Maida on the Euclidean space. Their proof involves large deviation techniques together with an energy-distance comparison and a regularization procedure based on the superharmonicity of the Green function. This last ingredient is not available on a manifold. We solve this problem by using the heat kernel and its short-time asymptotic behavior.
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页数:18
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