Abstract
We discuss the method of bounding suprema of canonical processes based on the inclusion of their index set into a convex hull of a well-controlled set of points. While the upper bound is immediate, the reverse estimate was established to date only for a narrow class of regular stochastic processes. We show that for specific index sets, including arbitrary ellipsoids, regularity assumptions may be substantially weakened.
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References
W. Bednorz, R. Latała, On the boundedness of Bernoulli processes. Ann. Math.(2) 180, 1167–1203 (2014)
R. Bogucki, Suprema of canonical Weibull processes. Statist. Probab. Lett. 107, 253–263 (2015)
X. Fernique, Regularité des trajectoires des fonctions aléatoires gaussiennes, in École d’Été de Probabilités de Saint-Flour, IV-1974. Lecture Notes in Mathematics, vol. 480 (Springer, Berlin, 1975), pp. 1–96
M. Kochol, Constructive approximation of a ball by polytopes. Math. Slovaca 44, 99–105 (1994)
S. Kwapień, W.A. Woyczyński, Random Series and Stochastic Integrals: Single and Multiple (Birkhauser, Boston, 1992)
R. Latała, M. Strzelecka, Comparison of weak and strong moments for vectors with independent coordinates. Mathematika 64, 211–229 (2018)
R. Latała, T. Tkocz, A note on suprema of canonical processes based on random variables with regular moments. Electron. J. Probab. 20(36), 1–17 (2015)
C.A. Rogers, G.C. Shephard, Convex bodies associated with a given convex body. J. London Math. Soc. 33, 270–281 (1958)
H.P. Rosenthal, On the subspaces of Lp (p > 2) spanned by sequences of independent random variables. Israel J. Math. 8, 273–303 (1970)
M. Talagrand, Regularity of Gaussian processes. Acta Math. 159, 99–149 (1987)
M. Talagrand, Upper and Lower Bounds for Stochastic Processes, 2nd edn. (Springer, Cham, 2021)
T. Tkocz, An upper bound for spherical caps. Amer. Math. Monthly 119, 606–607 (2012)
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Supported by the National Science Centre, Poland grant 2015/18/A/ST1/00553.
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Latała, R. (2023). Bounding Suprema of Canonical Processes via Convex Hull. In: Adamczak, R., Gozlan, N., Lounici, K., Madiman, M. (eds) High Dimensional Probability IX. Progress in Probability, vol 80. Birkhäuser, Cham. https://doi.org/10.1007/978-3-031-26979-0_13
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DOI: https://doi.org/10.1007/978-3-031-26979-0_13
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