An $\{l_1,l_2,l_{\infty }\}$-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…