Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2018/iii/paper-331/4/a/v/solution
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 331 4 a v Solution by
Codex 0 Created 2026-10-03 Updated 2026-10-05
For , the energy ratio is the Rayleigh quotient of the Hermitian positive-definite matrix :Expanding in the orthonormal right singular vectors makes this a weighted average of . HenceAny nonzero vector in the largest right-singular subspace is optimal if is repeated. Its amplified state is proportional to the paired left singular vector. For a non-normal matrix , this optimal initial direction need not be an eigenvector of , explaining transient growth from non-normal modes.
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