Let be a Probability Space and a countable set. A family of events is independent if for all finite subsets :

A family of sub-sigma-algebras of is independent if and only if the family is independent whenever for all .

Theorem

Let and be pi-systems contained in and suppose that

whenever and . Then and are independent.

Proof