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7 votes
1 answer
498 views

Stability of displacement interpolation in optimal transport

Let $(X,d)$ be a complete separable metric space, and let $(\mathcal{P}_2 (X), W_2)$ be the space of probability measures on $X$ with finite second moments, equipped with the 2-Wasserstein distance. I …
pseudocydonia's user avatar
3 votes
Accepted

Wasserstein-type concentration inequalities for empirical measures on polish spaces

Yes, there are various results available in more general settings. The typical route would be to combine an upper bound on the expected distance between the law and the empirical measure (like Theorem …
pseudocydonia's user avatar
1 vote
1 answer
259 views

Wasserstein space with strictly non-positive sectional curvature

Let $(X,d)$ be a (separable, complete) metric space with uniformly strictly non-positive curvature in the sense of Alexandrov, i.e. $(X,d)$ satisfies a $CAT(K)$ inequality for some $K<0$. Does it hold …
pseudocydonia's user avatar
1 vote
0 answers
54 views

Lax CD(K, $\infty)$ space in the sense of Sturm

In K.T. Sturm's "On the geometry of metric measure spaces. I", Definition 4.5, he introduces a "lax" version of the usual CD(K,$\infty$) lower bound. Namely, one allows for $\epsilon$-approximate leng …
pseudocydonia's user avatar
1 vote

Are there any results on concentration bounds of Wasserstein distances between empirical mea...

Yes, it turns out you can do better than the triangle inequality in this case. See section 3.1 of "Faster Wasserstein Distance Estimation with the Sinkhorn Divergence".
pseudocydonia's user avatar
1 vote

Are the sublevel sets of Boltzmann entropy compact in Wasserstein distance?

It is known that the sublevel sets of the relative entropy are tight when the reference measure is finite, and in fact are also compact in the topology of setwise convergence (which is stronger than t …
pseudocydonia's user avatar
0 votes
0 answers
112 views

Wasserstein compactness of sublevel sets of relative entropy

Let $\mathcal{P}({\mathbb{R}^d})$ denote the set of Borel probability measures on $\mathbb{R}^d$, and let $\pi \in \mathcal{P} (\mathbb{R}^d)$. It is known that the sets $\{ \mu \in \mathcal{P}(\mathb …
pseudocydonia's user avatar