Invariant measure of duplicated diffusions and application to Richardson-Romberg extrapolation

被引:7
|
作者
Lemaire, Vincent [1 ]
Pages, Gilles [1 ]
Panloup, Fabien [2 ,3 ]
机构
[1] Univ Paris 06, UMR 7599, Lab Probabil & Modeles Aleatoires, F-75252 Paris 5, France
[2] Univ Toulouse 3, Inst Math Toulouse, F-31077 Toulouse 4, France
[3] INSA Toulouse, F-31077 Toulouse 4, France
关键词
Invariant measure; Ergodic diffusion; Two-point motion; Lyapunov exponent; Asymptotic flatness; Confluence; Gradient System; Central Limit Theorem; Euler scheme; Richardson-Romberg extrapolation; Hypoellipticity; Optimal transport;
D O I
10.1214/13-AIHP591
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
With a view to numerical applications we address the following question: given an ergodic Brownian diffusion with a unique invariant distribution, what are the invariant distributions of the duplicated system consisting of two trajectories? We mainly focus on the interesting case where the two trajectories are driven by the same Brownian path. Under this assumption, we first show that uniqueness of the invariant distribution (weak confluence) of the duplicated system is essentially always true in the one-dimensional case. In the multidimensional case, we begin by exhibiting explicit counter-examples. Then, we provide a series of weak confluence criterions (of integral type) and also of a.s. pathwise confluence, depending on the drift and diffusion coefficients through a non-infinitesimal Lyapunov exponent. As examples, we apply our criterions to some non-trivially confluent settings such as classes of gradient systems with non-convex potentials or diffusions where the confluence is generated by the diffusive component. We finally establish that the weak confluence property is connected with an optimal transport problem. As a main application, we apply our results to the optimization of the Richardson-Romberg extrapolation for the numerical approximation of the invariant measure of the initial ergodic Brownian diffusion.
引用
收藏
页码:1562 / 1596
页数:35
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