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Dempster's covariance selection method is extended first to generalnonsingular matrices and then to full rank rectangular matrices. Dempsterobserved that his completion solved a maximum entropy problem. We show that ourgeneralized completions are also solutions of a suitable entropy-likevariational problem.

Matrix Completion by the Principle of Parsimony