312 citations · 1.6k across the 26 of their papers we have counts for
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cs.LG2015★ 312 cited
Nonconvex Nonsmooth Low-Rank Minimization via Iteratively Reweighted Nuclear Norm
Canyi Lu, Jinhui Tang, Shuicheng Yan +1
The nuclear norm is widely used as a convex surrogate of the rank function in compressive sensing for low rank matrix recovery with its applications in image recovery and signal pr…
cs.LG2015★ 28 cited
Projection onto the capped simplex
Weiran Wang, Canyi Lu
We provide a simple and efficient algorithm for computing the Euclidean projection of a point onto the capped simplex---a simplex with an additional uniform bound on each coordinat…