Author:
Kabluchko Zakhar,Zaporozhets Dmitry
Abstract
AbstractThe Gaussian polytope
$\mathcal P_{n,d}$
is the convex hull of n independent standard normally distributed points in
$\mathbb{R}^d$
. We derive explicit expressions for the probability that
$\mathcal P_{n,d}$
contains a fixed point
$x\in\mathbb{R}^d$
as a function of the Euclidean norm of x, and the probability that
$\mathcal P_{n,d}$
contains the point
$\sigma X$
, where
$\sigma\geq 0$
is constant and X is a standard normal vector independent of
$\mathcal P_{n,d}$
. As a by-product, we also compute the expected number of k-faces and the expected volume of
$\mathcal P_{n,d}$
, thus recovering the results of Affentranger and Schneider (Discr. and Comput. Geometry, 1992) and Efron (Biometrika, 1965), respectively. All formulas are in terms of the volumes of regular spherical simplices, which, in turn, can be expressed through the standard normal distribution function
$\Phi(z)$
and its complex version
$\Phi(iz)$
. The main tool used in the proofs is the conic version of the Crofton formula.
Publisher
Cambridge University Press (CUP)
Subject
Applied Mathematics,Statistics and Probability
Cited by
9 articles.
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