Central limit theorems for additive functionals of ergodic Markov diffusions processes
Patrick Cattiaux (IMT), Djalil Chafai (LAMA), Arnaud Guillin (IUF)

TL;DR
This paper revisits functional central limit theorems for additive functionals of ergodic Markov diffusion processes, providing new conditions and insights applicable to degenerate and slow diffusions within a PDE framework.
Contribution
It introduces tractable conditions on the generator for CLTs in ergodic diffusions, including degenerate cases, and connects these results to PDE analysis and recent ergodic theory developments.
Findings
Established CLT conditions for a broad class of diffusions
Extended results to degenerate and slow diffusions
Discussed open problems and applications in PDE context
Abstract
We revisit functional central limit theorems for additive functionals of ergodic Markov diffusion processes. Translated in the language of partial differential equations of evolution, they appear as diffusion limits in the asymptotic analysis of Fokker-Planck type equations. We focus on the square integrable framework, and we provide tractable conditions on the infinitesimal generator, including degenerate or anomalously slow diffusions. We take advantage on recent developments in the study of the trend to the equilibrium of ergodic diffusions. We discuss examples and formulate open problems.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsMarkov Chains and Monte Carlo Methods · Stochastic processes and statistical mechanics · Stochastic processes and financial applications
