Draw uniformly from and let be uniform on independently. Then
If denotes the marginal law of , this also says . Since is uniform on ,
Subadditivity of information entropy followed by concavity of information entropy gives
Exponentiating proves .
Let be the marginal probability distribution of . Subadditivity of information entropy and the concavity of information entropy give
For each ,
so .