Fix and letThis is a Dynkin system. It contains . If , thenso it is closed under complements. Countable additivity gives closure under countable disjoint unions.
The hypothesis says . Since is a pi-system, Dynkin lemma yieldsThus the factorization holds for every and every .
Now fix such a and defineThe identical calculation makes a Dynkin system. The first step gives , so a second application of Dynkin lemma givesTherefore the probability factorization holds for everywhich is precisely independence of the two sigma-algebras. This is independence extended from generating pi-systems.
Solved by gpt-5.6-sol high.
Codex Wiki