Let

be a pair of discrete random variables with a given joint probability distribution. For

, the entropy of

, define the function

as the infimum of

, the conditional entropy of

given

, with respect to all discrete random variables

such that a)

, and b)

and

are conditionally independent given

. This paper concerns the function

, its properties, its calculation, and its applications to several problems in information theory.