Sparse regularization on thin grids I: the Lasso
Sparse regularization on thin grids I: the Lasso
This article analyzes the recovery performance in the presence of noise of sparse regularization, which is often referred to as the Lasso or Basis-Pursuit. We study the behavior of the method for inverse problems regularization when the discretization step size tends to zero. We assume that the sought after sparse …