On the Distribution, Model Selection Properties and Uniqueness of the Lasso Estimator in Low and High Dimensions

Karl Ewald, Ulrike Schneider

We derive expressions for the finite-sample distribution of the Lasso estimator in the context of a linear regression model in low as well as in high dimensions by exploiting the s…