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Diffusion Processes on $p$-Wasserstein Space over Banach Space

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arxiv 2402.15130 v4 pith:A4RZKJD7 submitted 2024-02-23 math.PR

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keywords mathscrspacedirichletformsbanachclassdiffusionlambda
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abstract

To study diffusion processes on the p-Wasserstein space $\mathscr P_p$ for $p\in [1,\infty)$ over a separable, reflexive Banach space $X$, we present a criterion on the quasi-regularity of Dirichlet forms in $L^2(\mathscr P_p,\Lambda)$ for a reference probability $\Lambda$ on $\mathscr P_p$. It is formulated in terms of an upper bound condition with the uniform norm of the intrinsic derivative. We find a versatile class of quasi-regular local Dirichlet forms on $\mathscr P_p$ by using images of Dirichlet forms on the tangent space $L^p(X\to X,\mu_0)$ at a reference point $\mu_0\in\mathscr P_p$. The Ornstein--Uhlenbeck type Dirichlet form and process on $\mathscr P_2$ are an important example in this class. We derive an $L^2$-estimate for the corresponding heat kernel and an integration by parts formula for the invariant measure.

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  1. Diffusion enabled Optimal Transport distances for graph matching

    cs.LG 2026-07 conditional novelty 5.0 of 10

    Diffusing node features before semi-relaxed fused Gromov–Wasserstein matching improves synthetic graph alignment accuracy and ARI over plain srFGW, most under medium noise.

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