Spatial autoregression and related spatio-temporal models

We propose a spatial autoregressive random field of order p on the spatial domain Rd for p⩾2 in this paper, whose univariate margins are the continuous-time autoregression of order p on the real line, and introduce a class of semiparametric spatio-temporal covariance models stationary in space with the spatial autoregressive margin.