189 citations · 697 across the 47 of their papers we have counts for
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math.ST2014★ 4 cited
An -Regularization Approach to High-Dimensional Errors-in-variables Models
Alexandre Belloni, Mathieu Rosenbaum, Alexandre B. Tsybakov
Several new estimation methods have been recently proposed for the linear regression model with observation error in the design. Different assumptions on the data generating proces…
math.ST2014
Linear and Conic Programming Estimators in High-Dimensional Errors-in-variables Models
Alexandre Belloni, Mathieu Rosenbaum, Alexandre Tsybakov
We consider the linear regression model with observation error in the design. In this setting, we allow the number of covariates to be much larger than the sample size. Several new…