Journal ArticleDOI
Transportation cost for Gaussian and other product measures
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TLDR
In this paper, it was shown that the transportation cost of a unit of mass from a toy to a person, when the cost of transporting a unit is measured by ∥x−y∥2, is at most $€ 1.Abstract:
Consider the canonical Gaussian measure γ
N
on ℝ, a probability measure μ on ℝ
N
, 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.read more
Citations
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Optimal Transport: Old and New
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The concentration of measure phenomenon
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Generalization of an Inequality by Talagrand and Links with the Logarithmic Sobolev Inequality
Felix Otto,Cédric Villani +1 more
TL;DR: In this paper, it was shown that transport inequalities, similar to the one derived by M. Talagrand (1996, Geom. Funct. Anal. 6, 587-600) for the Gaussian measure, are implied by logarithmic Sobolev inequalities.
Journal ArticleDOI
Exponential Integrability and Transportation Cost Related to Logarithmic Sobolev Inequalities
Sergey G. Bobkov,Friedrich Götze +1 more
TL;DR: In this article, the authors study some problems on exponential integrability, concentration of measure, and transportation cost related to logarithmic Sobolev inequalities, and give a characterization of probability measures that satisfy these inequalities.
References
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Some Asymptotic Theory for the Bootstrap
TL;DR: Efron's "bootstrap" method of distribution approximation is shown to be asymptotically valid in a large number of situations, including $t$-statistics, the empirical and quantile processes, and von Mises functionals as discussed by the authors.
Journal ArticleDOI
Concentration of measure and isoperimetric inequalities in product spaces
TL;DR: The concentration of measure phenomenon in product spaces roughly states that, if a set A in a product ΩN of probability spaces has measure at least one half, "most" of the points of Ωn are "close" to A as mentioned in this paper.
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A Note on Asymptotic Joint Normality
TL;DR: In this article, a necessary and sufficient condition for joint asymptotic normality in a new (strong) sense, in the case of independence, is given, in which the dimensionality of the vector random variable under consideration is allowed to increase indefinitely.
Journal ArticleDOI
A measure concentration inequality for contracting markov chains
TL;DR: In this article, the authors give a new proof of Talagrand's inequality, which admits an extension to contracting Markov chains, based on a new asymmetric notion of distance between probability measures, and bounding this distance by informational divergence.
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