Abstract
The goal of this paper is to push forward the study of those properties of log-concave measures that help to estimate their Poincaré constant. First we revisit E. Milman’s result (Invent Math 177:1–43, 2009) on the link between weak (Poincaré or concentration) inequalities and Cheeger’s inequality in the log-concave cases, in particular extending localization ideas and a result of Latala, as well as providing a simpler proof of the nice Poincaré (dimensional) bound in the unconditional case. Then we prove alternative transference principle by concentration or using various distances (total variation, Wasserstein). A mollification procedure is also introduced enabling, in the log-concave case, to reduce to the case of the Poincaré inequality for the mollified measure. We finally complete the transference section by the comparison of various probability metrics (Fortet-Mourier, bounded-Lipschitz, …) under a log-concavity assumption.
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References
D. Alonso-Gutierrez, J. Bastero, Approaching the Kannan-Lovasz-Simonovits and variance conjectures, in LNM, vol 2131 (Springer, Berlin, 2015)
D. Bakry, F. Barthe, P. Cattiaux, A. Guillin, A simple proof of the Poincaré inequality for a large class of probability measures. Electron. Commun. Probab. 13, 60–66 (2008)
D. Bakry, P. Cattiaux, A. Guillin, Rate of convergence for ergodic continuous Markov processes: Lyapunov versus Poincaré. J. Funct. Anal. 254, 727–759 (2008)
D. Bakry, I. Gentil, M. Ledoux, Analysis and Geometry of Markov diffusion operators, in Grundlehren der Mathematischen Wissenchaften, vol 348 (Springer, Berlin, 2014)
K. Ball, F. Barthe, A. Naor, Entropy jumps in the presence of a spectral gap. Duke Math. J. 119, 41–63 (2003)
F. Barthe, D. Cordero-Erausquin, Invariances in variance estimates. Proc. Lond. Math. Soc. 106(1), 33–64 (2013)
F. Barthe, E. Milman, Transference principles for Log-Sobolev and Spectral-Gap with applications to conservative spin systems. Commun. Math. Phys. 323, 575–625 (2013)
F. Barthe, P. Cattiaux, C. Roberto, Concentration for independent random variables with heavy tails. AMRX 2005(2), 39–60 (2005)
N. Berestycki, R. Nickl, Concentration of Measure (2009). http://www.statslab.cam.ac.uk/~beresty/teach/cm10.pdf
S.G. Bobkov, Isoperimetric and analytic inequalities for log-concave probability measures. Ann. Probab. 27(4), 1903–1921 (1999)
S.G. Bobkov, Spectral gap and concentration for some spherically symmetric probability measures, in Geometric Aspects of Functional Analysis, Israel Seminar 2000–2001. Lecture Notes in Mathematics, vol 1807, pp. 37–43 (Springer, Berlin, 2003)
S.G. Bobkov, Proximity of probability distributions in terms of Fourier-Stieltjes transforms. Russ. Math. Surv. 71(6), 1021–1079 (2016)
S.G. Bobkov, C. Houdré, Isoperimetric constants for product probability measures. Ann. Probab. 25(1), 184–205 (1997)
S.G. Bobkov, M. Ledoux, Poincaré’s inequalities and Talagrand’s concentration phenomenon for the exponential distribution. Probab. Theory Relat. Fields 107(3), 383–400 (1997)
H.J. Brascamp, E.H. Lieb, On extensions of the Brunn-Minkowski and Prékopa-Leindler theorems, including inequalities for log concave functions, and with an application to the diffusion equation. J. Funct. Anal. 22, 366–389 (1976)
S. Brazitikos, A. Giannopoulos, P. Valettas, B.H. Vritsiou, Geometry of isotropic convex bodies, in Mathematics Surveys and Monographs, vol 196 (AMS, Providence, 2014)
P. Cattiaux, A. Guillin, Semi log-concave Markov diffusions, in Séminaire de Probabilités XLVI. Lecture Notes in Mathematics, vol 2014, pp. 231–292 (2015)
P. Cattiaux, A. Guillin, Hitting times, functional inequalities, Lyapunov conditions and uniform ergodicity. J. Funct. Anal. 272(6), 2361–2391 (2017)
P. Cattiaux, C. Léonard, Minimization of the Kullback information of diffusion processes Ann. Inst. Henri Poincaré. Prob. Stat. 30(1), 83–132 (1994). and correction in Ann. Inst. Henri Poincaré31, 705–707 (1995)
P. Cattiaux, N. Gozlan, A. Guillin, C. Roberto, Functional inequalities for heavy tails distributions and applications to isoperimetry. Electron. J. Probab. 15, 346–385 (2010)
P. Cattiaux, A. Guillin, C. Roberto, Poincaré inequality and the L p convergence of semi-groups. Electron. Commun. Probab. 15, 270–280 (2010)
P. Cattiaux, A. Guillin, P.A. Zitt, Poincaré inequalities and hitting times. Ann. Inst. Henri Poincaré. Prob. Stat. 49(1), 95–118 (2013)
D. Cordero-Erausquin, N. Gozlan, Transport proofs of weighted Poincaré inequalities for log-concave distributions. Bernoulli 23(1), 134–158 (2017)
R.M. Dudley, Distances of probability measures and random variables. Ann. Math. Stat. 39, 1563–1572 (1968)
R.M. Dudley, Real Analysis and Probability (Cambridge University Press, Cambridge, 2002)
A. Eberle, Reflection coupling and Wasserstein contractivity without convexity. C. R. Acad. Sci. Paris Ser. I Math.349, 1101–1104 (2011)
A. Eberle, Reflection couplings and contraction rates for diffusions. Probab. Theory Relat. Fields 166(3), 851–886 (2016)
R. Eldan, Thin shell implies spectral gap up to polylog via a stochastic localization scheme. Geom. Funct. Anal. 23(2), 532–569 (2013)
M. Fradelizi, Concentration inequalities for s -concave measures of dilations of Borel sets and applications. Electron. J. Probab. 14(71), 2068–2090 (2009)
O. Guédon, Kahane-Khinchine type inequalities for negative exponent. Mathematika 46(1), 165–173 (1999)
O. Guédon, E. Milman, Interpolating thin shell and sharp large deviation estimates for isotropic log-concave measures. Geom. Funct. Anal. 21, 1043–1068 (2011)
N. Huet, Isoperimetry for spherically symmetric log-concave probability measures. Rev. Mat. Iberoamericana 27(1), 93–122 (2011)
R. Kannan, L. Lovasz, M. Simonovits, Isoperimetric problems for convex bodies and a localization lemma. Discret. Comput. Geom. 13(3-4), 541–559 (1995)
B. Klartag, A Berry-Esseen type inequality for convex bodies with an unconditional basis. Probab. Theory Relat. Fields 145(1-2), 1–33 (2009)
B. Klartag, Poincaré inequalities and moment maps. Ann. Fac. Sci. Toulouse Math. 22(1), 1–41 (2013)
B. Klartag, Concentration of measures supported on the cube. Isr. J. Math. 203(1), 59–80 (2014)
A.V. Kolesnikov, On diffusion semigroups preserving the log-concavity. J. Funct. Anal. 186(1), 196–205 (2001)
R. Latala, Order statistics and concentration of L r norms for log-concave vectors. J. Funct. Anal. 261, 681–696 (2011)
M. Ledoux, A simple analytic proof of an inequality by P. Buser. Proc. Am. Math. Soc. 121, 951–959 (1994)
M. Ledoux, Spectral gap, logarithmic Sobolev constant, and geometric bounds, in Surveys in Differential Geometry, vol IX, pp. 219–240 (International Press, Somerville, 2004)
M. Ledoux, From concentration to isoperimetry: semigroup proofs, in Concentration, Functional Inequality and Isoperimetry. Contemporary Mathematics, vol 545, pp. 155–166 (American Mathematical Society, New York, 2011)
Y.T. Lee, S.S. Vempala, Stochastic localization + Stieltjes barrier = tight bound for Log-Sobolev (2017). Available on Math. ArXiv. 1712.01791 [math.PR]
E. Meckes, M.W. Meckes, On the equivalence of modes of convergence for log-concave measures, in Geometric Aspects of Functional Analysis. Lecture Notes in Mathematics, vol 2116, pp. 385–394 (Springer, New York, 2014)
E. Milman, On the role of convexity in isoperimetry, spectral-gap and concentration. Invent. Math. 177, 1–43 (2009)
E. Milman, Isoperimetric bounds on convex manifolds, in Concentration, Functional Inequality and Isoperimetry. Contemporary Mathematics, vol 545, pp. 195–208 (American Mathematical Society, New York, 2011)
E. Milman, Properties of isoperimetric, functional and transport-entropy inequalities via concentration. Probab. Theory Relat. Fields 152(3-4), 475–507 (2012)
S.T. Rachev, L.B. Klebanov, S.V. Stoyanov, F.J. Fabozzi, The Methods of Distances in the Theory of Probability and Statistics (Springer, New York, 2013)
M. Röckner, F.Y. Wang, Weak Poincaré inequalities and L 2-convergence rates of Markov semigroups. J. Funct. Anal. 185(2), 564–603 (2001)
A. Saumard, J.A. Wellner, Log-concavity and strong log-concavity: a review. Stat. Surv. 8, 45–114 (2014)
M. Troyanov, Concentration et inégalité de Poincaré (2001). https://infoscience.epfl.ch/record/118471/files/concentration2001.pdf
D. Zimmermann, Logarithmic Sobolev inequalities for mollified compactly supported measures. J. Funct. Anal. 265, 1064–1083 (2013)
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Cattiaux, P., Guillin, A. (2020). On the Poincaré Constant of Log-Concave Measures. In: Klartag, B., Milman, E. (eds) Geometric Aspects of Functional Analysis. Lecture Notes in Mathematics, vol 2256. Springer, Cham. https://doi.org/10.1007/978-3-030-36020-7_9
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