Put . The operator inequality and the operator monotonicity of logarithm give, on the support of ,
Consequently,
The corresponding inequality from yields
Adding these inequalities and using proves the entropy bound for a binary mixture:
Singular states follow by adding a positive multiple of the identity and taking a limit; the endpoint cases use .
Solved by gpt-5.6-sol high.
The two forms of found in part (i) give
Therefore, in the Löwner order,
Solved by gpt-5.6-sol high.