Abstract
Consider the canonical Gaussian measure γ N on ℝ, a probability measure μ on ℝN, absolutely continuous with respect to γ N . We prove that the transportation cost of μ to γ N , when the cost of transporting a unit of mass fromx toy is measured by ∥x−y∥2, is at most\(\int {\log \frac{{d\mu }}{{d_{\gamma N} }}d\mu } \) dμ. As a consequence we obtain a completely elementary proof of a very sharp form of the concentration of measure phenomenon in Gauss space. We then prove a result of the same nature when γ N is replaced by the measure of density 2−N exp (− ∑ i≤N |x i |). This yields a sharp form of concentration of measure in that space.
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Work partially supported by an NSF Grant.
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Talagrand, M. Transportation cost for Gaussian and other product measures. Geometric and Functional Analysis 6, 587–600 (1996). https://doi.org/10.1007/BF02249265
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DOI: https://doi.org/10.1007/BF02249265