Abstract
This paper reviews two alternative approaches for modeling the (cross) variograms in a coregionalization: (1) fitting the traditional linear model of coregionalization. or (2) deducing the crossvariogram model as a linear combination of prior direct (auto) variogram models while checking the Cauchy-Schwarz inequalities. We show that the second approach has no practical advantage over the traditional one and may not be valid if more than two variables are involved. In such case. Cauchy-Schwarz inequalities are necessary but not sufficient conditions for validity of a coregionalization model.
Similar content being viewed by others
References
Carr, J. R., and Mao, N., 1993a, Comparison of Disjunctive Kriging to Generalized Probability Kriging in Application to the Estimation of Simulated and Real Data,in A. Soares (Ed.).Geostatistics Tróia 92: Kluwer Academic Publishers. Dordrecht, p. 13–24.
Carr, J. R., and Mao, N., 1993b, A General Form of Probability Kriging for Estimation of the Indicator and Uniform Transforms: Math. Geol.. v. 25, p. 425–438.
Carr, J. R., and McCallister, P. G., 1985, An Application of Cokriging for Estimation of Tripartite Earthquake Response Spectra: Math. Geol., v. 17, p. 527–545.
Goulard, M., 1989, Inference in a Coregionalization Model,in M. Armstrong (Ed.).Geostatistics. Kluwer Academic Publishers. Dordrecht, p. 397–408.
Goulard, M., and Voltz, M., 1992, Linear Coregionalization Model. Tools for Estimation and Choice of Cross variogram Matrix. Math. Geol., v. 24. p. 269–286.
Journel, A. G., and Huijbregts, C. J., 1978,Mining Geostatistics: Academic Press, London. 600 p
Kirsch, Ch. and Pawlowsky V., 1985. Modelisation de Variogrammes Croises-Comment Satisfaire a Mnegahte de Cauchy-Schwarz: Sciences de la Terre., v. 24. p. 53–62
Myers, D. E., 1982, Matrix Formulation of Co-kriging: Math. Geol., v. 14. p. 249–257
Myers, D. E., and Carr. J. R., 1984, Co-kriging and Principal Component Analysis: Bentonite data revisited Sciences de la Terre. v. 21. p. 65–77
Pan, G. 1993, Regionalized Favorability Theory for Information Synthesis in Mineral Exploration: Math. Geol., v. 25. p. 603–631.
Pan, G., Moss, K., Herner, T. and Carr, J. R., 1992, A Fortran Program for Three-Dimensional Cokriging with Case Demonstration: Comp Geosct., v. 18. p. 557–578.
Pan, G. Gaard, D., Moss, K., and Herner, T., 1993, A Comparison Between Cokriging and Ordinary Kriging. Case Study with a Polymetallic Deposit. Math Geol., v. 25. p. 377–398
Pawlowsky, V. and Stattegger, K., 1988, Cokriging of Compositional Data-A Case Study from Modern Stream Sands Sciences de la Terre. v. 28. p. 267–280.
Zhang, R., Warrick, A. W., and Myers, D. E., 1992, Improvement of the Prediction of Soil Particle Size Fractions Using Spectral Properties Geoderma. v. 52. p. 223–234.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Goovaerts, P. On a controversial method for modeling a coregionalization. Math Geol 26, 197–204 (1994). https://doi.org/10.1007/BF02082763
Received:
Accepted:
Issue Date:
DOI: https://doi.org/10.1007/BF02082763