Abstract

This paper presents several results about isotropic random walks and multiple scattering processes on hyperspheres Sp−1{\mathbb S}^{p-1}. It allows one to derive the Fourier expansions on Sp−1{\mathbb S}^{p-1} of these processes. A result of unimodality for the multiconvolution of symmetrical probability density functions (pdf) on Sp−1{\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 Sp−1{\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 Sp−1{\mathbb S}^{p-1}.

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