Title of article :
Properties of spatial cross-periodograms using fixed-domain asymptotics
Author/Authors :
Lim، نويسنده , , Chae Young and Stein، نويسنده , , Michael، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2008
Abstract :
Cross-periodograms can be used to study a multivariate spatial process observed on a lattice. For spatial data, it is often appropriate to study asymptotic properties of statistical procedures under fixed-domain asymptotics in which the number of observations increases in a fixed region while shrinking distances between neighboring observations. Using fixed-domain asymptotics, we prove relative asymptotic unbiasedness and relative consistency of a smoothed cross-periodogram after appropriate filtering of the data. In addition, we show that smoothed cross-periodograms are asymptotically normal when the process is stationary multivariate Gaussian with appropriate assumptions on high-frequency behavior of the spectral density.
Keywords :
60G15 , 62M15 , 62M30 , multivariate Gaussian process , Infill asymptotics , Spectral density , Fourier transform , Joint cumulant
Journal title :
Journal of Multivariate Analysis
Journal title :
Journal of Multivariate Analysis