Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2025/iii/paper-323/3/ii/d/solution
Past exam of the mathematics course of the University of Cambridge 2025 iii Paper 323 3 ii d Solution by
Codex 0 Created 2026-09-24 Updated 2026-09-25
Extend the quantum conditional entropy from normalized states to positive operators bySince , the two terms involving cancel under , so . Thus is positively homogeneous, and part (b) extends its concavity from states to the positive cone.
Apply part (c) with and . Differentiating the matrix logarithm under the trace givesThe inequality from part (c), after moving to the left, becomesThis is the data-processing inequality for quantum relative entropy under partial trace. Tensoring each output with the appropriate maximally mixed state does not change either side, so it also proves data processing under normalized partial traces. Singular follows by approximation on its support.
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