Pk. Kitanidis, ANALYTICAL EXPRESSIONS OF CONDITIONAL MEAN, COVARIANCE, AND SAMPLE FUNCTIONS IN GEOSTATISTICS, Stochastic hydrology and hydraulics, 10(4), 1996, pp. 279-294
Citations number
13
Categorie Soggetti
Mathematical Method, Physical Science","Water Resources","Environmental Sciences","Statistic & Probability
This work presents analytical expressions for the best estimate, condi
tional covariance function, and conditional realizations of a function
from sparse observations. In contrast to the prevalent approach in kr
iging where the best estimates at every point are determined from the
solution of a system of linear equations, the best-estimate function c
an be represented analytically in terms of basis functions, whose numb
er depends on the observations. This approach is computationally super
ior when graphing a function estimate and is also valuable in understa
nding what the solution should look like. For example, one can immedia
tely see that all ''singularities'' in the best-estimate function are
at observation points.