102 citations · 352 across the 15 of their papers we have counts for
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math.ST2013★ 81 cited
Asymptotic behavior of unregularized and ridge-regularized high-dimensional robust regression estimators : rigorous results
Noureddine El Karoui
We study the behavior of high-dimensional robust regression estimators in the asymptotic regime where tends to a finite non-zero limit. More specifically, we study ridge-regu…
math.PR2013★ 1 cited
Graph connection Laplacian and random matrices with random blocks
Noureddine El Karoui, Hau-tieng Wu
Graph connection Laplacian (GCL) is a modern data analysis technique that is starting to be applied for the analysis of high dimensional and massive datasets. Motivated by this tec…