Subgaussianity is hereditarily determined

Author:

Dodos Pandelis,Tyros Konstantinos

Abstract

Let n n be a positive integer, let X = ( X 1 , , X n ) \boldsymbol {X}=(X_1,\dots ,X_n) be a random vector in R n \mathbb {R}^n with bounded entries, and let ( θ 1 , , θ n ) (\theta _1,\dots ,\theta _n) be a vector in R n \mathbb {R}^n . We show that the subgaussian behavior of the random variable θ 1 X 1 + + θ n X n \theta _1 X_1+\dots +\theta _n X_n is essentially determined by the subgaussian behavior of the random variables i H θ i X i \sum _{i\in H} \theta _i X_i where H H is a random subset of { 1 , , n } \{1,\dots ,n\} .

Publisher

American Mathematical Society (AMS)

Subject

Applied Mathematics,General Mathematics

Reference11 articles.

1. Large deviations of typical linear functionals on a convex body with unconditional basis;Bobkov, Sergey G.,2003

2. Concentration Inequalities

3. Mathematical Surveys and Monographs;Dodos, Pandelis,2016

4. Sign-embeddings of 𝑙ⁿ₁;Elton, John;Trans. Amer. Math. Soc.,1983

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