458 citations · 893 across the 37 of their papers we have counts for
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math.NA2016
The Fast Slepian Transform
Santhosh Karnik, Zhihui Zhu, Michael B. Wakin +2
The discrete prolate spheroidal sequences (DPSS's) provide an efficient representation for discrete signals that are perfectly timelimited and nearly bandlimited. Due to the high c…
stat.ML2016★ 14 cited
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint
Liangbei Xu, Mark A. Davenport
Low-rank matrix factorizations arise in a wide variety of applications -- including recommendation systems, topic models, and source separation, to name just a few. In these and ma…
cs.IT2016★ 458 cited
An overview of low-rank matrix recovery from incomplete observations
Mark A. Davenport, Justin Romberg
Low-rank matrices play a fundamental role in modeling and computational methods for signal processing and machine learning. In many applications where low-rank matrices arise, thes…