Before revision: The optimization of the variance supplemented by a budget constraint and an asymmetric L1 regularizer is carried out analytically by the replica method borrowed from the theory of disordered systems.
After revision: The optimization of the variance supplemented by a budget constraint and an asymmetric \ell_1 regularizer is carried out analytically by the replica method borrowed from the theory of disordered systems.