Title of article
Spatial autoregressive and moving average Hilbertian processes
Author/Authors
Ruiz-Medina، نويسنده , , M.D.، نويسنده ,
Issue Information
دوفصلنامه با شماره پیاپی سال 2011
Pages
14
From page
292
To page
305
Abstract
This paper addresses the introduction and study of structural properties of Hilbert-valued spatial autoregressive processes (SARH(1) processes), and Hilbert-valued spatial moving average processes (SMAH(1) processes), with innovations given by two-parameter (spatial) matingale differences. For inference purposes, the conditions under which the tensorial product of standard autoregressive Hilbertian (ARH(1)) processes (respectively, of standard moving average Hilbertian (MAH(1)) processes) is a standard SARH(1) process (respectively, it is a standard SMAH(1) process) are studied. Examples related to the spatial functional observation of two-parameter Markov and diffusion processes are provided. Some open research lines are described in relation to the formulation of SARMAH processes, as well as General Spatial Linear Processes in Functional Spaces.
Keywords
Spatial functional statistics , Spatial Hilbert-valued processes , Tensorial product of Hilbert-valued processes , Two-parameter Markov processes , Two-parameter martingale differences
Journal title
Journal of Multivariate Analysis
Serial Year
2011
Journal title
Journal of Multivariate Analysis
Record number
1565548
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