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

Statistics and Probability Letters (Stat. Probab. Lett.), 2018
Abstract

We consider the class Ψd\Psi_d of continuous functions ψ ⁣:[0,π]R\psi \colon [0,\pi] \to \mathbb{R}, with ψ(0)=1\psi(0)=1 such that the associated isotropic kernel C(ξ,η)=ψ(θ(ξ,η))C(\xi,\eta)= \psi(\theta(\xi,\eta)) ---with ξ,ηSd\xi,\eta \in \mathbb{S}^d and θ\theta the geodesic distance--- is positive definite on the product of two dd-dimensional spheres Sd\mathbb{S}^d. 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 dd-Schoenberg coefficients of members of Ψd\Psi_d as combinations of 11-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_d of local support. We have improved the current bounds for determining this curvature, which is of applied interest at least for d=2d=2.

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