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arxiv: 1408.2887 · v2 · pith:T7KEE5ODnew · submitted 2014-08-13 · 💻 cs.IT · math.IT

Isotropic Multiple Scattering Processes on Hyperspheres

classification 💻 cs.IT math.IT
keywords mathbbprocessesscatteringallowsasymptoticfourierhyperspheresisotropic
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This paper presents several results about isotropic random walks and multiple scattering processes on hyperspheres ${\mathbb S}^{p-1}$. It allows one to derive the Fourier expansions on ${\mathbb S}^{p-1}$ of these processes. A result of unimodality for the multiconvolution of symmetrical probability density functions (pdf) on ${\mathbb S}^{p-1}$ 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 ${\mathbb S}^{p-1}$ are obtained. Both Fourier expansion and asymptotic approximation allows us to compute estimation bounds for the parameters of Compound Cox Processes (CCP) on ${\mathbb S}^{p-1}$.

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