Title of article :
Tail estimation of the spectral density for a stationary Gaussian random field
Author/Authors :
Wu، نويسنده , , Wei-Ying and Lim، نويسنده , , Chae Young and Xiao، نويسنده , , Yimin، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2013
Abstract :
Consider a stationary Gaussian random field on R d with spectral density f ( λ ) that satisfies f ( λ ) ∼ c | λ | − θ as | λ | → ∞ . The parameters c and θ control the tail behavior of the spectral density. c is related to a microergodic parameter and θ is related to a fractal index. For data observed on a grid, we propose estimators of c and θ by minimizing an objective function, which can be viewed as a weighted local Whittle likelihood, study their properties under the fixed-domain asymptotics and provide simulation results.
Keywords :
Fixed-domain asymptotics , Fractal index , Fractal dimension , Gaussian random fields , Infill asymptotics , Microergodic parameter , Whittle likelihood
Journal title :
Journal of Multivariate Analysis
Journal title :
Journal of Multivariate Analysis