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3 - Logarithmic Sobolev inequality for diffusion semigroups

from PART 1 - SHORT COURSES

Published online by Cambridge University Press:  05 August 2014

Ivan Gentil
Affiliation:
France
Yann Ollivier
Affiliation:
Université de Paris XI
Hervé Pajot
Affiliation:
Université de Grenoble
Cedric Villani
Affiliation:
Université de Paris VI (Pierre et Marie Curie)
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Summary

Abstract

Through the main example of the Ornstein–Uhlenbeck semigroup, the Bakry–Emery criterion is presented as a main tool to get functional inequalities as Poincaré or logarithmic Sobolev inequalities. Moreover, an alternative method using the optimal mass transportation is also given to obtain the logarithmic Sobolev inequality.

Introduction

The goal of this course (given in 2009 in Grenoble) is to introduce inequalities as Poincaré or logarithmic Sobolev for diffusion semigroups. We will focus more on examples than on the general theory. A main tool to obtain those inequalities is the so-called Bakry–Emery Γ2-criterion. This criterion is well known to prove such inequalities and has also been used many times for other problems; see, for instance, [BÉ85, Bak06]. We will focus on the example of the Ornstein–Uhlenbeck semigroup and on the Γ2-criterion.

In Section 3.2 we investigate the main example of the Ornstein–Uhlenbeck semigroup, whereas in Section 3.3 we show how the Γ2-criterion implies such inequalities. In Section 3.4 we will explain an alternative method to get a logarithmic Sobolev inequality under curvature assumption. It is called the mass transportation method and has been introduced recently; see [CE02, OV00, CENV04, Vil09]. In this way we will also obtain another inequality called the Talagrand inequality or T2inequality.

The Ornstein–Uhlenbeck semigroup and the Gaussian measure

In the general setting, if (Xt)t≥0 is a Markov process on ℝn, then the family of operators

Pt(f)(x) = E(f (Xt)),

where X0 = x and a smooth function f, is defined as a Markov semigroup on ℝn. There are two main examples. The first one is the heat semigroup, which is associated with the Brownian motion on ℝn.

Type
Chapter
Information
Optimal Transport
Theory and Applications
, pp. 41 - 57
Publisher: Cambridge University Press
Print publication year: 2014

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References

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[AGK04] M., Agueh, N., Ghoussoub and X., Kang. Geometric inequalities via a general comparison principle for interacting gases. Geom. Funct. Anal., 14(1):215-244, 2004.Google Scholar
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