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We provide theory for the computation of convex envelopes of non-convex functionals including an $$\ell ^2$$ ℓ 2 -term and use these to suggest a method for regularizing a more general set of problems. The applications are particularly aimed at compressed sensing and low-rank recovery problems, but the theory relies on results which potentially could be useful also for other types of non-convex...
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