62 citations · 424 across the 139 of their papers we have counts for
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math.ST2015★ 4 cited
A Geometric View on Constrained M-Estimators
Yen-Huan Li, Ya-Ping Hsieh, Nissim Zerbib +1
We study the estimation error of constrained M-estimators, and derive explicit upper bounds on the expected estimation error determined by the Gaussian width of the constraint set.…
math.OC2015★ 4 cited
Adaptive-Rate Sparse Signal Reconstruction With Application in Compressive Background Subtraction
Joao F. C. Mota, Nikos Deligiannis, Aswin C. Sankaranarayanan +2
We propose and analyze an online algorithm for reconstructing a sequence of signals from a limited number of linear measurements. The signals are assumed sparse, with unknown suppo…