Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 339 1 e Solution Created 2026-10-03 Updated 2026-10-05
Replace coordinate inequalities by the Loewner order and coordinate sums by matrix trace. The maximizing semidefinite program isIts feasible set is the fantope. In an orthonormal eigenbasis of , its objective is , and the diagonal entries of belong to the capped simplex. Choosing as the orthogonal projection matrix onto the largest eigenvectors attains the sum of the largest eigenvalues, as in the Ky Fan maximum principle.
The minimizing semidefinite program isFor example, its Lagrangian arises by assigning to , keeping in the domain, and using free for . Finiteness of the supremum over requires .
Equality follows directly by choosing to have eigenvalues in the same orthonormal eigenbasis, with between the th and st eigenvalues, or below the smallest one for . This is the threshold semidefinite program for the largest eigenvalues, and it also verifies the endpoint case .