A trajectorial approach to relative entropy dissipation of McKean-Vlasov diffusions: Gradient flows and HWBI inequalities

被引:2
|
作者
Tschiderer, Bertram [1 ]
Yeung, Lane Chun [2 ]
机构
[1] Univ Vienna, Fac Math, Vienna, Austria
[2] Columbia Univ, Dept Ind Engn & Operat Res, New York, NY USA
基金
奥地利科学基金会; 美国国家科学基金会;
关键词
Relative entropy dissipation; gradient flow; McKean-Vlasov diffusion; granular media equation; HWBI inequality; SELF-STABILIZING PROCESSES; GRANULAR MEDIA EQUATIONS; TIME-REVERSAL; CONVERGENCE; EXISTENCE; PRINCIPLE;
D O I
10.3150/22-BEJ1476
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 formulate a trajectorial version of the relative entropy dissipation identity for McKean-Vlasov diffusions, extending recent results which apply to non-interacting diffusions. Our stochastic analysis approach is based on time-reversal of diffusions and Lions' differential calculus over Wasserstein space. It allows us to compute explic-itly the rate of relative entropy dissipation along every trajectory of the underlying diffusion via the semimartingale decomposition of the corresponding relative entropy process. As a first application, we obtain a new interpretation of the gradient flow structure for the granular media equation, generalizing a formulation developed recently for the linear Fokker-Planck equation. Secondly, we show how the trajectorial approach leads to a new derivation of the HWBI inequality, which relates relative entropy (H), Wasserstein distance (W), barycenter (B) and Fisher information (I).
引用
收藏
页码:725 / 756
页数:32
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