102 citations · 352 across the 15 of their papers we have counts for
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Asymptotics For High Dimensional Regression M-Estimates: Fixed Design Results
Lihua Lei, Peter J. Bickel, Noureddine El Karoui
We investigate the asymptotic distributions of coordinates of regression M-estimates in the moderate regime, where the number of covariates grows proportionally with the…
Connection graph Laplacian methods can be made robust to noise
Noureddine El Karoui, Hau-tieng Wu
Recently, several data analytic techniques based on connection graph laplacian (CGL) ideas have appeared in the literature. At this point, the properties of these methods are start…
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…
The spectrum of kernel random matrices
Noureddine El Karoui
We place ourselves in the setting of high-dimensional statistical inference where the number of variables in a dataset of interest is of the same order of magnitude as the numb…