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Mark Meckes
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No. A transportation cost inequality implies a strong concentration property (subgaussian concentration for Lipschitz functions) which most distributions, even log-concave distributions, don't satisfy. For example, an exponential distribution on $\mathbb{R}$ doesn't satisfy a transportation cost inequality.

Mark Meckes
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  • 69