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On a contraction property of Bernoulli canonical processes

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
We give several results concerning suprema of canonical processes. The main theorem concerns a contraction property of Bernoulli canonical processes which generalizes the one proved by Talagrand (1993). It states that for independent Rademacher random variables (εi)i≥1 we can compare E suptϵT Σi≥1 φi(t) εi with E suptϵT Σi=1 ti εi, where the function φ = (φi)i≥1: T → l2, T ⊂ l2, satisfies certain conditions. Originally, it was assumed that each φi is a contraction. We relax this assumption to comparability of Gaussian parts of increments: for all s, t ϵ T and p ≥ 0, [formula], where C ≥ 1 is an absolute constant and I ⊂ N, Ic = N \ I.
Rocznik
Strony
187--209
Opis fizyczny
Bibliogr. 19 poz.
Twórcy
  • Institute of Mathematics, University of Warsaw, Banacha 2, 02-097 Warszawa, Poland
  • Institute of Mathematics, University of Warsaw, Banacha 2, 02-097 Warszawa, Poland
Bibliografia
  • [1] W. Beckner, Inequalities in Fourier analysis, Ann. of Math. 102 (1975), 159-182.
  • [2] W. Bednorz and R. Latała, On the boundedness of Bernoulli processes, Ann. of Math. 180 (2014), 1167-1203.
  • [3] X. Fernique, Régularité des trajectoires des fonctions aléatoires gaussiennes, in: École d’Été de Probabilités de Saint-Flour, IV-1974, Lecture Notes in Math. 480, Springer, Berlin, 1975, 1-96.
  • [4] D. J. H. Garling, Inequalities: A Journey into Linear Analysis, Cambridge Univ. Press, Cambridge, 2007.
  • [5] P. Hitczenko, Domination inequality for martingale transforms of a Rademacher sequence, Israel J. Math. 84 (1993), 161-178.
  • [6] P. Hitczenko and S. Kwapień, On the Rademacher series, in: J. Hoffmann-Jørgensen et al. (eds.), Probability in Banach Spaces, 9, Progr. Probab. 35, Birkhäuser Boston, Boston, MA, 1994, 31-36.
  • [7] S. Kwapień and W. A. Woyczyński, Random Series and Stochastic Integrals: Single and Multiple, Birkhäuser Boston, Boston, MA, 1992.
  • [8] R. Latała, Sudakov minoration principle and supremum of some processes, Geom. Funct. Anal. 7 (1997), 936-953.
  • [9] R. Latała, Moments of unconditional logarithmically concave vectors, in: Geometric Aspects of Functional Analysis, Israel Seminar 2006-2010, Lecture Notes in Math. 2050, Springer, 2012, 301-315.
  • [10] R. Latała and T. Tkocz, A note on suprema of canonical processes based on random variables with regular moments, Electron. J. Probab. 2015, no. 20, 17 pp.
  • [11] M. Ledoux and M. Talagrand, Probability in Banach Spaces. Isoperimetry and Processes, Ergeb. Math. Grenzgeb. 23, Springer, Berlin, 1991.
  • [12] M. B. Marcus and J. Rosen, Markov Processes, Gaussian Processes, and Local Times, Cambridge Stud. Adv. Math. 100, Cambridge Univ. Press, Cambridge, 2006.
  • [13] S. Mendelson and G. Paouris, On generic chaining and the smallest singular value of random matrices with heavy tails, J. Funct. Anal. 262 (2012), 3775-3811.
  • [14] S. Montgomery-Smith, Comparison of sums of independent identically distributed random vectors, Probab. Math. Statist. 14 (1992), 281-285.
  • [15] G. Pisier, Conditions d’entropie assurant la continuité de certains processus et applications à l’analyse harmonique, in: Séminaire d’Analyse Fonctionnelle 1979-1980, exp. 13-14, École Polytech., Palaiseau, 43 pp.
  • [16] M. Talagrand, Regularity of Gaussian processes, Acta Math. 159 (1987), 99-149.
  • [17] M. Talagrand, The supremum of some canonical processes, Amer. J. Math. 116 (1994), 283-325.
  • [18] M. Talagrand, Regularity of infinitely divisible processes, Ann. Probab. 20 (1993), 362-432.
  • [19] M. Talagrand, Upper and Lower Bounds for Stochastic Processes. Modern Methods and Classical Problems, Ergeb. Math. Grenzgeb. 60, Springer, New York, 2014.
Uwagi
Opracowanie rekordu ze środków MNiSW, umowa Nr 461252 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2020).
Typ dokumentu
Bibliografia
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