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Schoenberg coefficients and curvature at the origin of continuous isotropic positive definite kernels on spheres

6 July 2018
A. Arafat
P. Gregori
Emilio Porcu
ArXiv (abs)PDFHTML
Abstract

We consider the class Ψd\Psi_dΨd​ of continuous functions ψ ⁣:[0,π]→R\psi \colon [0,\pi] \to \mathbb{R}ψ:[0,π]→R, with ψ(0)=1\psi(0)=1ψ(0)=1 such that the associated isotropic kernel C(ξ,η)=ψ(θ(ξ,η))C(\xi,\eta)= \psi(\theta(\xi,\eta))C(ξ,η)=ψ(θ(ξ,η)) ---with ξ,η∈Sd\xi,\eta \in \mathbb{S}^dξ,η∈Sd and θ\thetaθ the geodesic distance--- is positive definite on the product of two ddd-dimensional spheres Sd\mathbb{S}^dSd. We face Problems 1 and 3 proposed in the essay Gneiting (2013b). We have considered an extension that encompasses the solution of Problem 1 solved in Fiedler (2013), regarding the expression of the ddd-Schoenberg coefficients of members of Ψd\Psi_dΨd​ as combinations of 111-Schoenberg coefficients. We also give expressions for the computation of Schoenberg coefficients of the exponential and Askey families for all even dimensions through recurrence formula. Problem 3 regards the curvature at the origin of members of Ψd\Psi_dΨd​ of local support. We have improved the current bounds for determining this curvature, which is of applied interest at least for d=2d=2d=2.

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