This scholarly introductory treatment explores the fundamentals of modern geostatistics, viewing them as the product of the advancement of the epistemic status of stochastic data analysis. The focus on the Bayesian maximum entropy approach for studying spatiotemporal distributions of natural variables offers a deeper understanding of geostatistics in models of scientific mapping. 2000 edition.