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arXiv · 2105.02495

On absolutely continuous curves in the Wasserstein space over R and their representation by an optimal Markov process

Abstract

Let $\mu$ = ($\mu$t)t$\in$R be a 1-parameter family of probability measures on R. In [11] we introduced its ``Markov-quantile''process: a process X= (Xt)t$\in$R that resembles as much as possible the quantile process attached to $\mu$, among the Markov processesattached to $\mu$, i.e. whose family of marginal laws is $\mu$.In this article we look at the case where $\mu$ is absolutely continuous in the Wasserstein space P2(R). Then X is solution of adynamical transport problem with marginals ($\mu$t)t. It provides a Markov minimal Lagrangian probabilistic representative of $\mu$, whichis moreover unique among the processes obtained as certain types of limits: limits for the finite dimensional topology of quantileprocesses where the past is made independent of the future conditionally on the present at finitely many times, or limits of processeslinearly interpolating $\mu$.This raises new questions about ways to obtain Markov Lagrangian representatives, and to seek uniqueness properties in thisframework.

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Charles Boubel, Nicolas Juillet. 2021-05-06. On absolutely continuous curves in the Wasserstein space over R and their representation by an optimal Markov process. https://arxiv.org/abs/2105.02495

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