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A new algorithm for finding the inverse of a nonsingular scaled factor circulant matrix is presented by the Euclid’s algorithm.Extension is made to compute the group inverse and the Moore-Penrose inverse of the singular scaled factor circulant matrix.Numerical examples are presented to demonstrate the implementation of the proposed algorithm.