122 citations · 894 across the 44 of their papers we have counts for
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cs.LG2014★ 19 cited
Non-Convex Rank Minimization via an Empirical Bayesian Approach
David Wipf
In many applications that require matrix solutions of minimal rank, the underlying cost function is non-convex leading to an intractable, NP-hard optimization problem. Consequently…
cs.LG2014★ 1 cited
Exploring Algorithmic Limits of Matrix Rank Minimization under Affine Constraints
Bo Xin, David Wipf
Many applications require recovering a matrix of minimal rank within an affine constraint set, with matrix completion a notable special case. Because the problem is NP-hard in gene…