Work

A Constructive Spatio-Temporal Approach to Modeling Spatial Covariance

Year: 2015
Type: preprint
Abstract: I present an approach for modeling areal spatial covariance by considering the stationary distribution of a spatio-temporal Markov random walk. In the areal data case, this stationary distribution corresponds to an intrinsic simultaneous autoregressive (SAR) model for spatial correlation, and provides a principled approach to specifying areal spatial models when a spatio-temporal generating process can be assumed. I apply the approach to a study of spatial genetic variation of trout in a stream network in Connecticut, USA, and a study of crime rates in neighborhoods of Columbus, OH, USA.
Language: English
Open Access status: green
OpenAlex ID: W2105974111
Cites: 30
Cited by: 1
Related to: 20