THIS VOLUME CONTAINS THE FUNDAMENTAL THEORY ON WHICH sampling methods are based together with derivations of the formulas proofs of statements made in Volume I. Volume I gives the principles and methods of sampling and their applications to various types problems, and states without proof the formulas appropriate to the methods presented. The two volumes combined are an attempt to provide a comprehensive presentation of both sampling theory and practice.