Past exam of the mathematics course of the University of Cambridge 2016 iii Paper 323 2 i Solution Created 2026-10-03 Updated 2026-10-06
Use an orthonormal eigenbasis of the Hermitian operator and set . Since is a positive contraction,For , the missing weight among the first entries equals the weight in the remaining entries:The ordered eigenvalues satisfy for and for . ThereforeThis argument does not require the eigenvalues of to be positive. For , positivity and zero trace give ; for , the same argument applied to gives . Thus in every caseThe orthogonal projection onto the leading eigenvectors attains equality. This is the Hermitian effect variational principle, extending the Ky Fan maximum principle to all positive contractions with the prescribed trace.
Rank bound for a weighted operator trace 2026-10-06
If is a density operator with decreasing eigenvalues and has matrix rank at most , let project onto the image of . The Cauchy-Schwarz inequality for the Hilbert-Schmidt inner product givesThe Hermitian effect variational principle bounds by , proving the claimed estimate without assuming is invertible.