Papers
Topics
Authors
Recent
Search
2000 character limit reached

Exponential contractivity and propagation of chaos for Langevin dynamics of McKean-Vlasov type with Lévy noises

Published 19 Feb 2024 in math.PR | (2402.11851v1)

Abstract: By the probabilistic coupling approach which combines a new refined basic coupling with the synchronous coupling for L\'evy processes, we obtain explicit exponential contraction rates in terms of the standard $L1$-Wasserstein distance for the following Langevin dynamic $(X_t,Y_t){t\ge0}$ of McKean-Vlasov type on $\mathbb{R}{2d}$: \begin{equation*}\left{\begin{array}{l} dX_t=Y_tdt,\ dY_t=\left(b(X_t)+\displaystyle\int{\mathbb{R}d}\tilde{b}(X_t,z)\muX_t(dz)-\gamma Y_t\right)dt+dL_t,\quad \muX_t={\rm Law}(X_t),\end{array}\right. \end{equation*} where $\gamma>0$, $b:\mathbb{R}d\rightarrow\mathbb{R}d$ and $\tilde{b}:\mathbb{R}{2d}\rightarrow\mathbb{R}d$ are two globally Lipschitz continuous functions, and $(L_t)_{t\ge0}$ is an $\mathbb{R}d$-valued pure jump L\'evy process. The proof is also based on a novel distance function, which is designed according to the distance of the marginals associated with the constructed coupling process. Furthermore, by applying the coupling technique above with some modifications, we also provide the propagation of chaos uniformly in time for the corresponding mean-field interacting particle systems with L\'evy noises in the standard $L1$-Wasserstein distance as well as with explicit bounds.

Citations (3)

Summary

No one has generated a summary of this paper yet.

Paper to Video (Beta)

No one has generated a video about this paper yet.

Whiteboard

No one has generated a whiteboard explanation for this paper yet.

Open Problems

We haven't generated a list of open problems mentioned in this paper yet.

Continue Learning

We haven't generated follow-up questions for this paper yet.

Authors (3)

Collections

Sign up for free to add this paper to one or more collections.

Tweets

Sign up for free to view the 1 tweet with 0 likes about this paper.