Isoperimetry and Integrability of the Sum of Independent Banach-Space Valued Random Variables
Open Access
- 1 October 1989
- journal article
- Published by Institute of Mathematical Statistics in The Annals of Probability
- Vol. 17 (4) , 1546-1570
- https://doi.org/10.1214/aop/1176991174
Abstract
We develop a new method to study the tails of a sum of independent mean zero Banach-space valued random variables $(X_i)_{i \leq N}.$ It relies on a new isoperimetric inequality for subsets of a product of probability spaces. In particular, we prove that for $p \geq 1,$ $\bigg\|\sum_{i \leq N} X_i\bigg\|_p \leq \frac{Kp}{1 + \log p}\bigg(\bigg\|\sum_{i \leq N} X_i\bigg\|_1 + \|\max_{i \leq N}\|X_i\|\|_p\bigg),$ where $K$ is a universal constant. Other optimal inequalities for exponential moments are obtained.
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