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Singular Value Decomposition

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The statement of the theorem

Any complex matrix MM can be factored as UΣVU\Sigma V^*, where UU and VV are unitary matrices and Σ\Sigma is a diagonal matrix with non-negative real numbers.
Source: Wikipedia