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The singular value decomposition of a matrixis defined as
where
(1) and
are both matrices with orthonormal columns,
indicates a complex-conjugate transpose, and
is a diagonal matrix with singular values
along the main diagonal. Eq. (1) is just one of the many matrix decompositions that exists for matrix.