English

Isotropic Multiple Scattering Processes on Hyperspheres

Information Theory 2015-12-15 v2 math.IT

Abstract

This paper presents several results about isotropic random walks and multiple scattering processes on hyperspheres Sp1{\mathbb S}^{p-1}. It allows one to derive the Fourier expansions on Sp1{\mathbb S}^{p-1} of these processes. A result of unimodality for the multiconvolution of symmetrical probability density functions (pdf) on Sp1{\mathbb S}^{p-1} is also introduced. Such processes are then studied in the case where the scattering distribution is von Mises Fisher (vMF). Asymptotic distributions for the multiconvolution of vMFs on Sp1{\mathbb S}^{p-1} are obtained. Both Fourier expansion and asymptotic approximation allows us to compute estimation bounds for the parameters of Compound Cox Processes (CCP) on Sp1{\mathbb S}^{p-1}.

Cite

@article{arxiv.1408.2887,
  title  = {Isotropic Multiple Scattering Processes on Hyperspheres},
  author = {Nicolas Le Bihan and Florent Chatelain and Jonathan H. Manton},
  journal= {arXiv preprint arXiv:1408.2887},
  year   = {2015}
}

Comments

16 pages, 4 figures

R2 v1 2026-06-22T05:27:16.970Z