Limit theorems for the convex hull of random points in higher dimensions
Authors:
Irene Hueter
Affiliation:
Department of Mathematics, University of Florida, Gainesville, Florida 32611
Abstract:
We give a central limit theorem for the number of vertices of the convex hull of independent and identically distributed random vectors, being sampled from a certain class of spherically symmetric distributions in that includes the normal family. Furthermore, we prove that, among these distributions, the variance of exhibits the same order of magnitude as the expectation as The main tools are Poisson approximation of the point process of vertices of the convex hull and (sub/super)-martingales.