• 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
  • Pages
    18
  • From page
    74
  • To page
    91
  • 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
  • Serial Year
    2013
  • Journal title
    Journal of Multivariate Analysis
  • Record number

    1566183