Interpolation of Spatial Data: Some Theory for Kriging by Michael L. Stein
A summary of past work and a description of new approaches to thinking about kriging, commonly used in the prediction of a random field based on observations at some set of locations in mining, hydrology, atmospheric sciences, and geography.