Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2003/iii/paper-35/4/i/solution

The concavity inequality is true, but its printed equality condition is false. At equality always holds, even for distinct states; for example take and . The correct statement on is
For , entropy is therefore strictly concave.
We give the matrix inequality needed for the proof. Define the quantum relative entropy if the support of is contained in that of , and otherwise. Diagonalize the two states with eigenvalues , and put . Each row and column of sums to one. The elementary scalar inequality
follows from , with equality exactly at ; use limits at zero. Consequently
Equality forces whenever . Hence every eigenvector of is also a -eigenvector with eigenvalue , so . Conversely identical states give zero relative entropy. This proves nonnegativity of quantum relative entropy and its equality condition, including states with zero eigenvalues under the support convention.
Now set . For its support contains both component supports. Direct expansion gives
Since both coefficients are positive, equality holds exactly when both component states equal , equivalently . At either endpoint the mixture has only one component and equality is automatic. This proves the corrected strict concavity of Von Neumann entropy.

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