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Concentration Inequalities for Convex Functions on Product Spaces

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Stochastic Inequalities and Applications

Part of the book series: Progress in Probability ((PRPR,volume 56))

Abstract

Let µ = µ 1 ⊗ … ⊗ µ n denote a product probability measure on ℝn with compact support. We present a simple proof to get concentration results for convex functions on ℝn under µ. We use the infimum convex convolution description of the concentration phenomenon introduced by Maurey [14]. The main result of this paper is a transportation inequality for the measure µ comparable to the classical transportation inequality for the canonical Gaussian measure on ℝn. In application, we present Khinchine Kahane inequalities for norms of random series with non-symmetric Bernoulli coefficients.

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References

  1. Barles G. (1994). Solutions de viscosité des équations de Hamilton-Jacobi. Springer.

    Google Scholar 

  2. Bobkov S., Götze F., (1998). Exponential integrability and transportation cost related to logarithmic Sobolev inequalities, J. Funct. Anal., 163 1,1–28.

    Article  Google Scholar 

  3. Bobkov S., Gentil I., Ledoux M., (2000). Hypercontractivity of Hamilton-Jacobi equations. Geom. Funct. Anal. 10 1028–1052.

    Article  MathSciNet  MATH  Google Scholar 

  4. Evans L. C. (1997). Partial differential equations. Graduate Studies in Math. 19. Amer. Math. Soc.

    Google Scholar 

  5. Haagerup Uffe, (1982).The best constants in the Khintchine inequality. Studia Math-ematica,T. LXX.

    Google Scholar 

  6. Ledoux M., (1996). Talagrand deviation inequalities for product measures. ESAIM: Probab. Statist. 1 63–87.

    Article  MathSciNet  MATH  Google Scholar 

  7. Ledoux M., Talagrand M., (1991). Probability in Barach spaces. Springer-Verlag.

    Google Scholar 

  8. Oleszkiewicz, K. (2002). On a Non-symmetric Version of the Khinchine-Kahane Inequality. In this Volume, 161–172.

    Google Scholar 

  9. Talagrand, M. (1995). Concentration of measure and isoperimetric inequalities in product spaces. Publications Mathématiques de l’I.H.E.S. 81 73–205.

    Article  MathSciNet  MATH  Google Scholar 

  10. Talagrand, M. (1996). New concentration inequalities in product spaces. Invent. Math. 126 505–563.

    Article  MathSciNet  MATH  Google Scholar 

  11. Talagrand, M. (1996). Transportation cost for Gaussian and other product measures. Geom. and Func. Anal. 6, 587–600

    Article  MathSciNet  MATH  Google Scholar 

  12. Marton, K. (1996). Bounding \(\bar{d}\)-distance by information divergence: a method to prove measure concentration. Ann. Proba. 24 927–939.

    Google Scholar 

  13. Marton, K. (1997). A measure concentration inequality for contracting Markov chains. Geom. Funct. Anal. 6 556–571.

    Article  MathSciNet  Google Scholar 

  14. Maurey, B. (1991). Some deviation inequalities, Geom. Func. Anal. 1, 188–197.

    Article  MathSciNet  MATH  Google Scholar 

  15. Samson, P.-M. (2000). Concentration of measure inequalities for Markov chains and Ø-mixing processes. Ann. Proba 28, 416–461.

    Article  MathSciNet  MATH  Google Scholar 

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Samson, PM. (2003). Concentration Inequalities for Convex Functions on Product Spaces. In: Giné, E., Houdré, C., Nualart, D. (eds) Stochastic Inequalities and Applications. Progress in Probability, vol 56. Birkhäuser, Basel. https://doi.org/10.1007/978-3-0348-8069-5_4

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  • DOI: https://doi.org/10.1007/978-3-0348-8069-5_4

  • Publisher Name: Birkhäuser, Basel

  • Print ISBN: 978-3-0348-9428-9

  • Online ISBN: 978-3-0348-8069-5

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