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Forcing sparsity by projecting with respect to a non-diagonally weighted frobenius norm
Authors:R B Schnabel  Ph L Toint
Institution:1. Department of Computer Science, University of Colorado, Boulder, CO, USA
2. Départment of Mathematics, Faculté Universitaires de Namur, Belgium
Abstract:This note deals with the computational problem of determining the projection of a given symmetric matrix onto the subspace of symmetric matrices that have a fixed sparsity pattern. This projection is performed with respect to a weighted Frobenius norm involving a metric that is not diagonal. It is shown that the solution to this question is computationally feasible when the metric appearing in the norm is a low rank modification to the identity. Also, generalization to perturbations of higher rank is shown to be increasingly costly in terms of computation.
Keywords:
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