Belloni, Alexandre; Chernozhukov, Victor; Kato, Kengo - 2014
We develop uniformly valid confidence regions for regression coefficients in a highdimensional sparse median regression model with homoscedastic errors. Our methods are based on a moment equation that is immunized against non-regular estimation of the nuisance part of the median regression...