LOCAL INTRINSIC STATIONARITY AND ITS INFERENCE

Citation
Tailen Hsing et al., LOCAL INTRINSIC STATIONARITY AND ITS INFERENCE, Annals of statistics , 44(5), 2016, pp. 2058-2088
Journal title
ISSN journal
00905364
Volume
44
Issue
5
Year of publication
2016
Pages
2058 - 2088
Database
ACNP
SICI code
Abstract
Dense spatial data are commonplace nowadays, and they provide the impetus for addressing nonstationarity in a general way. This paper extends the notion of intrinsic random function by allowing the stationary component of the covariance to vary with spatial location. A nonparametric estimation procedure based on gridded data is introduced for the case where the covariance function is regularly varying at any location. An asymptotic theory is developed for the procedure on a fixed domain by letting the grid size tend to zero.