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Strict positive definiteness of convolutional and axially symmetric kernels on d-dimensional spheres
arXiv - CS - Numerical Analysis Pub Date : 2021-05-06 , DOI: arxiv-2105.02586 Martin Buhmann, Janin Jäger
arXiv - CS - Numerical Analysis Pub Date : 2021-05-06 , DOI: arxiv-2105.02586 Martin Buhmann, Janin Jäger
The paper introduces new sufficient conditions of strict positive
definiteness for kernels on d-dimensional spheres which are not radially
symmetric but possess specific coefficient structures. The results use the
series expansion of the kernel in spherical harmonics. The kernels either have
a convolutional form or are axially symmetric with respect to one axis. The
given results on convolutional kernels generalise the result derived by Chen et
al. [8] for radial kernels. Keywords: strictly positive definite kernels,
covariance functions, sphere
中文翻译:
d维球面上的卷积核和轴对称核的严格正定性
本文为d维球体上的核的正正定性引入了新的充分条件,这些维不是径向对称的,而是具有特定的系数结构。结果使用核在球谐函数中的级数展开。核具有卷积形式或相对于一个轴轴向对称。卷积核的给定结果推广了Chen等人得出的结果。[8]对于径向核。关键词:严格正定核,协方差函数,球体
更新日期:2021-05-07
中文翻译:
d维球面上的卷积核和轴对称核的严格正定性
本文为d维球体上的核的正正定性引入了新的充分条件,这些维不是径向对称的,而是具有特定的系数结构。结果使用核在球谐函数中的级数展开。核具有卷积形式或相对于一个轴轴向对称。卷积核的给定结果推广了Chen等人得出的结果。[8]对于径向核。关键词:严格正定核,协方差函数,球体