Sylvester's problem for beta-type distributions

Fuente: arXiv
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Autores principales: Gusakova, Anna, Kabluchko, Zakhar
Formato: Preprint
Publicado: 2024
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author Gusakova, Anna
Kabluchko, Zakhar
author_facet Gusakova, Anna
Kabluchko, Zakhar
contents Consider $d+2$ i.i.d. random points $X_1,\ldots, X_{d+2}$ in $\mathbb R^d$. In this note, we compute the probability that their convex hull is a simplex focusing on three specific distributional settings: (i) the distribution of $X_1$ is multivariate standard normal; (ii) the density of $X_1$ is proportional to $(1-\|x\|^2)^β$ on the unit ball (the beta distribution); (iii) the density of $X_1$ is proportional to $(1+\|x\|^2)^{-β}$ (the beta prime distribution). In the Gaussian case, we show that this probability equals twice the sum of the solid angles of a regular $(d+1)$-dimensional simplex.
format Preprint
id arxiv_https___arxiv_org_abs_2501_00671
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Sylvester's problem for beta-type distributions
Gusakova, Anna
Kabluchko, Zakhar
Probability
Metric Geometry
Primary: 60D05, 52A22, Secondary: 52A40
Consider $d+2$ i.i.d. random points $X_1,\ldots, X_{d+2}$ in $\mathbb R^d$. In this note, we compute the probability that their convex hull is a simplex focusing on three specific distributional settings: (i) the distribution of $X_1$ is multivariate standard normal; (ii) the density of $X_1$ is proportional to $(1-\|x\|^2)^β$ on the unit ball (the beta distribution); (iii) the density of $X_1$ is proportional to $(1+\|x\|^2)^{-β}$ (the beta prime distribution). In the Gaussian case, we show that this probability equals twice the sum of the solid angles of a regular $(d+1)$-dimensional simplex.
title Sylvester's problem for beta-type distributions
topic Probability
Metric Geometry
Primary: 60D05, 52A22, Secondary: 52A40
url https://arxiv.org/abs/2501.00671