A SECOND ORDER ANALYSIS OF MCKEAN-VLASOV SEMIGROUPS

被引:6
作者
Arnaudon, M. [1 ]
Del Moral, P. [2 ,3 ]
机构
[1] Univ Bordeaux, CNRS, Bordeaux INP, IMB,UMR 5251, Bordeaux, France
[2] INRIA, Bordeaux Res Ctr, Talence, France
[3] Polytech Palaiseau, CMAP, Palaiseau, France
关键词
Nonlinear diffusions; mean field particle systems; variational equations; logarithmic norms; gradient flows; Taylor expansions; contraction inequalities; Wasserstein distance; Bismut-Elworthy-Li formulae; STOCHASTIC DIFFERENTIAL-EQUATIONS; WASSERSTEIN DISTANCE; STABILITY; CONVERGENCE; SYSTEMS; PROPAGATION; DERIVATIVES; DIFFUSIONS; FORMULAS;
D O I
10.1214/20-AAP1568
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 propose a second order differential calculus to analyze the regularity and the stability properties of the distribution semigroup associated with McKean-Vlasov diffusions. This methodology provides second order Taylor type expansions with remainder for both the evolution semigroup as well as the stochastic flow associated with this class of nonlinear diffusions. Bismut-Elworthy-Li formulae for the gradient and the Hessian of the integro-differential operators associated with these expansions are also presented. The article also provides explicit Dyson-Phillips expansions and a refined analysis of the norm of these integro-differential operators. Under some natural and easily verifiable regularity conditions we derive a series of exponential decays inequalities with respect to the time horizon. We illustrate the impact of these results with a second order extension of the Alekseev-Grobner lemma to nonlinear measure valued semigroups and interacting diffusion flows. This second order perturbation analysis provides direct proofs of several uniform propagation of chaos properties w.r.t. the time parameter, including bias, fluctuation error estimate as well as exponential concentration inequalities.
引用
收藏
页码:2613 / 2664
页数:52
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