In this paper, we consider lasso problems with zero-sum constraint, commonly required for the analysis of compositional data in high-dimensional spaces. A novel algorithm is proposed to solve these problems, combining a tailored active-set technique, identify zero variables optimal solution, 2-coordinate descent scheme. At every iteration, chooses between two different strategies: first one req...