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Given a Laurent polynomial with matrix coeffcients that is positive semi-definite over the unit circle in the complex plane, the Fej(e)r-Riesz theorem asserts that it can always be factorized as the product of a polynomial with matrix coeffcients and its adjoint. Such a notion includes the Cholesky decomposition as a trivial case and generalizes the notion of sums-of-squares.