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Mar 12, 2017 at 4:17 comment added O. Richard Thanks for your update. I just read the references and hope to get some idea. In fact, I think for $W_2$ we can explicitly compute the Wasserstein distance, and reduce the problem to a matrix problem. See my posted answer and let me know if it is correct. My main interest is using $\ell_1$ norm. Also note that the $p$ in $\ell_p$ is NOT the order of Wasserstein distance, but merely the metric of the space where the random variable takes value. I modified the question to make it clear.
Mar 12, 2017 at 2:40 history edited Henry.L CC BY-SA 3.0
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Mar 12, 2017 at 2:34 comment added Henry.L @O.Richard see my update in the last paragraph and the first paragraph(a serious typo there).
Mar 12, 2017 at 2:34 history edited Henry.L CC BY-SA 3.0
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Mar 12, 2017 at 2:29 comment added Henry.L (1)[Cuesta-Albertos et.al] discussed how to figuring out the shape of a copula using minimization of Wasserstein distance. (2)For general copula it is not solved, for $C_{unif}$ I do not know and want to know if you happen to figure out. (3) Circular nbd is a kind of nbd similar to $\epsilon$-neighborhood when the manifold has positive curvature, you can use $\epsilon$-net in some circumstances to replace it. See Example 3.4.2 in Differential Geometry of Curves and Surfaces: A Concise Guide by Victor Andreevich Toponogov, for example.
Mar 12, 2017 at 2:14 comment added O. Richard Thanks for your answer. I have several questions: (1) Could you be more specific on which example in [Cuesta-Albertos et.al] for maximal Wasserstein distance? (2) For the "unsolved" general problem, do you mean it is still unsolved even if it is for uniform $C_{unif}$, or just for a general copula? (3) What is a circular neighborhood?
Mar 11, 2017 at 23:45 history answered Henry.L CC BY-SA 3.0