A pivotal transform for the high-dimensional location-scale model

Sara van de Geer, Sylvain Sardy, Maximę van Cutsem

We study the high-dimensional linear model with noise distribution known up to a scale parameter. With an ${\ell }_1$-penalty on the regression coefficients, we show that a transforma…