Belloni, Alexandre; Chernozhukov, Victor; Kaul, Abhishek - 2017 - Current version: March 6, 2017
We study high-dimensional linear models with error-in-variables. Such models are motivated by various applications in econometrics, finance and genetics. These models are challenging because of the need to account for measurement errors to avoid non-vanishing biases in addition to handle the...