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A diagonally weighted matrix norm between two covariance matrices

Journal Article


Abstract


  • The square of the Frobenius norm of a matrix A is defined as the sum of squares of all the elements of A. An important application of the norm in statistics is when A is the difference between a target (estimated or given) covariance matrix and a parameterized covariance matrix, whose parameters are chosen to minimize the Frobenius norm. In this article, we investigate weighting the Frobenius norm by putting more weight on the diagonal elements of A, with an application to spatial statistics. We find the spatial random effects (SRE) model that is closest, according to the weighted Frobenius norm between covariance matrices, to a particular stationary Matérn covariance model.

Publication Date


  • 2019

Citation


  • Cressie, N. & Hardouin, C. (2019). A diagonally weighted matrix norm between two covariance matrices. Spatial Statistics, 29 316-328.

Scopus Eid


  • 2-s2.0-85060457887

Number Of Pages


  • 12

Start Page


  • 316

End Page


  • 328

Volume


  • 29

Place Of Publication


  • Netherlands

Abstract


  • The square of the Frobenius norm of a matrix A is defined as the sum of squares of all the elements of A. An important application of the norm in statistics is when A is the difference between a target (estimated or given) covariance matrix and a parameterized covariance matrix, whose parameters are chosen to minimize the Frobenius norm. In this article, we investigate weighting the Frobenius norm by putting more weight on the diagonal elements of A, with an application to spatial statistics. We find the spatial random effects (SRE) model that is closest, according to the weighted Frobenius norm between covariance matrices, to a particular stationary Matérn covariance model.

Publication Date


  • 2019

Citation


  • Cressie, N. & Hardouin, C. (2019). A diagonally weighted matrix norm between two covariance matrices. Spatial Statistics, 29 316-328.

Scopus Eid


  • 2-s2.0-85060457887

Number Of Pages


  • 12

Start Page


  • 316

End Page


  • 328

Volume


  • 29

Place Of Publication


  • Netherlands