DOI QR코드

DOI QR Code

A Note on Eigenstructure of a Spatial Design Matrix In R1

  • Kim Hyoung-Moon (Department of Applied Statistics, Konkuk University) ;
  • Tarazaga Pablo (Department of Mathematics, Texas A&M University-Corpus Christi)
  • Published : 2005.12.01

Abstract

Eigenstructure of a spatial design matrix of Matheron's variogram estimator in $R^1$ is derived. It is shown that the spatial design matrix in $R^1$ with n/2$\le$h < n has a nice spectral decomposition. The mean, variance, and covariance of this estimator are obtained using the eigenvalues of a spatial design matrix. We also found that the lower bound and the upper bound of the normalized Matheron's variogram estimator.

Keywords

References

  1. Cressie, N., (1993). Statistics for Spatial Data(rev. ed.), Wiley, New York
  2. Genton, M.G., (1998). Variogram fitting by generalized least squares using an explicit formula for the covariance structure. Mathematical Geology. Vol. 30, 323-345 https://doi.org/10.1023/A:1021733006262
  3. Genton, M.G., (2000). The correlation structure of Matheron's classical variogram estimator under elliptically contoured distributions. Mathematical Geology, Vol. 32, 127-137 https://doi.org/10.1023/A:1007511019496
  4. Genton, M.G., He, L. and Liu, X., (2001). Moments of skew-normal random vectors and their quadratic forms. Statistics & Probability Letters, Vol. 51, 319-325 https://doi.org/10.1016/S0167-7152(00)00164-4
  5. Gorsich, D.J., Genton, M.G., and Strang, G., (2002). Eigenstructures of Spatial Design Matrices. Journal of Multivariate Analysis, Vol. 80, 138-165 https://doi.org/10.1006/jmva.2000.1976
  6. Kim, H.-M., Mallick, B.K., (2003). Moments of random vectors with skew t distribution and their quadratic forms. Statistics & Probability Letters, Vol. 63, 417-423 https://doi.org/10.1016/S0167-7152(03)00121-4
  7. Yaglom, A.M., (1987a). Correlations Theory of Stationary and Related Random Functions. I. Basic Results, Springer Series in Statistics, Springer-Verlag, Berlin/New York
  8. Yaglom, A.M., (1987b). Correlations Theory of Stationary and Related Random Functions. II. Supplementary Notes and References, Springer Series In Statistics, Springer- Verlag, Berlin/New York