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The Dirichlet–Ferguson diffusion on the space of probability measures over a closed Riemannian manifold

Lorenzo Dello Schiavo

2022The Annals of Probability23 citationsDOIOpen Access PDF

Abstract

We construct a recurrent diffusion process with values in the space of probability measures over an arbitrary closed Riemannian manifold of dimension d≥2. The process is associated with the Dirichlet form defined by integration of the Wasserstein gradient w.r.t. the Dirichlet–Ferguson measure, and is the counterpart on multidimensional base spaces to the modified massive Arratia flow over the unit interval described in V. Konarovskyi and M.-K. von Renesse (Comm. Pure Appl. Math. 72 (2019) 764–800). Together with two different constructions of the process, we discuss its ergodicity, invariant sets, finite-dimensional approximations, and Varadhan short-time asymptotics.

Topics & Concepts

MathematicsRiemannian manifoldProbability measureDirichlet formErgodicityDiffusion processInvariant measurePure mathematicsDirichlet distributionDirichlet's energyMeasure (data warehouse)Space (punctuation)Mathematical analysisManifold (fluid mechanics)Ergodic theoryStatisticsBoundary value problemLinguisticsComputer sciencePhilosophyMechanical engineeringKnowledge managementDatabaseInnovation diffusionEngineeringGeometric Analysis and Curvature FlowsPoint processes and geometric inequalitiesTopological and Geometric Data Analysis