Dantzig Selector with an Approximately Optimal Denoising Matrix and its Application to Reinforcement Learning

Bo Liu, Luwan Zhang, Ji Liu

Dantzig Selector (DS) is widely used in compressed sensing and sparse learning for feature selection and sparse signal recovery. Since the DS formulation is essentially a linear pr…