Title of article :
Vector random fields with compactly supported covariance matrix functions
Author/Authors :
Du، نويسنده , , Juan and Ma، نويسنده , , Chunsheng، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2013
Abstract :
The objective of this paper is to construct covariance matrix functions whose entries are compactly supported, and to use them as building blocks to formulate other covariance matrix functions for second-order vector stochastic processes or random fields. In terms of the scale mixture of compactly supported covariance matrix functions, we derive a class of second-order vector stochastic processes on the real line whose direct and cross covariance functions are of Pَlya type. Then some second-order vector random fields in R d whose direct and cross covariance functions are compactly supported are constructed by using a convolution approach and a mixture approach.
Keywords :
Covariance tapering , Covariance matrix function , Direct covariance , Elliptically contoured random field , Gaussian random field , Variogram matrix function , Cross covariance
Journal title :
Journal of Statistical Planning and Inference
Journal title :
Journal of Statistical Planning and Inference