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Aug 29, 2015 at 18:55 vote accept Tom Solberg
Aug 29, 2015 at 18:55 vote accept Tom Solberg
Aug 29, 2015 at 18:55
Aug 29, 2015 at 12:55 comment added Qzyx I was referring to the same one (i.e. the one on Wikipedia). As you say, this is a maximization problem: you get $W_{1}(\mu,\hat{\mu}) = \sup_{f \in \mathcal{F}} | \mu(f) - \hat{\mu}(f) |$. At first this looks hard, but a covering argument allows you to take the max over a (large) finite set $\mathcal{F}_{\epsilon}$ rather than the sup over the uncountable set $\mathcal{F}$. (Unrelated: one can use many things in place of the DKW inequality; I just thought it was probably sharp-ish in your situation and I didn't compare to others.)
Aug 27, 2015 at 19:21 comment added Tom Solberg Thanks a lot for this! Could you elaborate on "Wasserstein duality"? The duality that I am familiar with would use the fact that $W_1$ is a minimum over all transport maps, so its dual would be a maximization problem, which is probably not the same thing you are referring to.
Aug 27, 2015 at 12:29 history edited Qzyx CC BY-SA 3.0
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Aug 27, 2015 at 12:21 review First posts
Aug 27, 2015 at 13:03
Aug 27, 2015 at 12:20 history answered Qzyx CC BY-SA 3.0