Pivotal Estimation via Self-Normalization for High-Dimensional Linear Models with Error in Variables

Alexandre Belloni, Abhishek Kaul, Mathieu Rosenbaum

We propose a new estimator for the high-dimensional linear regression model with observation error in the design where the number of coefficients is potentially larger than the sam…