The singular value decomposition of a matrix

is defined as
where

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

.
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-- Main.ppadala - 25 Feb 2007