Intertwinings, second-order Brascamp-Lieb inequalities and spectral estimates
Michel Bonnefont (IMB), Ald\'eric Joulin (IMT)

TL;DR
This paper investigates how intertwinings between gradients and Markov diffusion operators can lead to second-order Brascamp-Lieb inequalities, providing new spectral bounds for eigenvalues of diffusion operators, especially in perturbed product measures.
Contribution
It extends previous inequalities using intertwinings, deriving new lower bounds on higher eigenvalues and applying these results to perturbed measures beyond classical methods.
Findings
Derived lower bounds on the (d+1)th eigenvalue based on spectral gap.
Extended second-order Brascamp-Lieb inequalities to broader classes of distributions.
Applied spectral estimates to perturbed product measures, surpassing classical approaches.
Abstract
We explore the consequences of the so-called intertwinings between gradients and Markov diffusion operators on in terms of second-order Brascamp-Lieb inequalities for log-concave distributions and beyond, extending our inequalities established in a previous paper. As a result, we derive some convenient lower bounds on the positive eigenvalue depending on the spectral gap of the dual Markov diffusion operator given by the intertwining. To see the relevance of our approach, we apply our spectral results in the case of perturbed product measures, freeing us from Helffer's classical method based on uniform spectral estimates for the one-dimensional conditional distributions.
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 · Geometric Analysis and Curvature Flows · Stochastic Gradient Optimization Techniques
