论文标题

维度在广义空间上行走

Dimension Walks on Generalized Spaces

论文作者

de Prado, Marcos Lopez, Peron, Ana Paula, Porcu, Emilio

论文摘要

令$ d,k $为积极的整数。我们将广义空间称为$ d $二维领域的笛卡尔产品,$ \ mathbb {s}^d $,带有$ k $ -dimensional Euclidean Space,$ \ Mathbb {r}^k $。我们考虑连续函数的类$ {\ Mathcal p}(\ Mathbb {\ Mathbb {s}^d \ times \ times \ Mathbb {r}^k)$ $φ:[-1,1] \ times [0,\ infty)\ to \ mathbb {r} $ \ times \ mathbb {r}^k \ right)^2 \ to \ mathbb {r} $,定义为$ c \ big((x,y),(x^{\ prime},y^{\ prime}),y^{\ prime}) \ big)$,$(x,y),\; (x^{\ prime},y^{\ prime})\ in \ mathbb {s}^d \ times \ times \ mathbb {r}^k $,是积极的。我们提出了线性操作员,以允许在广义空间内穿过维度,同时保持积极的确定性。

Let $d,k$ be positive integers. We call generalized spaces the cartesian product of the $d$-dimensional sphere, $\mathbb{S}^d$, with the $k$-dimensional Euclidean space, $\mathbb{R}^k$. We consider the class ${\mathcal P}(\mathbb{S}^d \times \mathbb{R}^k)$ of continuous functions $φ: [-1,1] \times [0,\infty) \to \mathbb{R}$ such that the mapping $C: \left ( \mathbb{S}^d \times\mathbb{R}^k \right )^2 \to \mathbb{R}$, defined as $C \Big ( (x,y),(x^{\prime},y^{\prime})\Big ) = φ\Big ( \cos θ(x,x^{\prime}), \|y-y^{\prime}\| \Big )$, $(x,y), \; (x^{\prime},y^{\prime}) \in \mathbb{S}^d \times \mathbb{R}^k$, is positive definite. We propose linear operators that allow for walks through dimension within generalized spaces while preserving positive definiteness.

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