688 citations · 1.9k across the 57 of their papers we have counts for
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cs.LG2010★ 206 cited
Robust PCA via Outlier Pursuit
Huan Xu, Constantine Caramanis, Sujay Sanghavi
Singular Value Decomposition (and Principal Component Analysis) is one of the most widely used techniques for dimensionality reduction: successful and efficiently computable, it is…
cs.IT2010★ 129 cited
Sequential Compressed Sensing
Dmitry Malioutov, Sujay Sanghavi, Alan Willsky
Compressed sensing allows perfect recovery of sparse signals (or signals sparse in some basis) using only a small number of random measurements. Existing results in compressed sens…