A BAYESIAN-ANALYSIS OF KRIGING

Citation
Ms. Handcock et Ml. Stein, A BAYESIAN-ANALYSIS OF KRIGING, Technometrics, 35(4), 1993, pp. 403-410
Citations number
34
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
ISSN journal
00401706
Volume
35
Issue
4
Year of publication
1993
Pages
403 - 410
Database
ISI
SICI code
0040-1706(1993)35:4<403:ABOK>2.0.ZU;2-W
Abstract
This article is concerned with predicting for Gaussian random fields i n a way that appropriately deals with uncertainty in the covariance fu nction. To this end, we analyze the best linear unbiased prediction pr ocedure within a Bayesian framework. Particular attention is paid to t he treatment of parameters in the covariance structure and their effec t on the quality, both real and perceived, of the prediction. These id eas are implemented using topographical data from Davis.