A complex matrix can be put by unitary congruence into two-by-two skew blocks and zero blocks; the magnitudes are its singular values, each repeated twice. One proof uses the antilinear map . Because , . On a nonzero eigenspace of with eigenvalue , any unit vector has orthogonal partner , and . These orthonormal pairs give the blocks; the orthogonal complement is invariant, so the procedure repeats. Phases of the paired vectors set the block phases.
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