Generalized Dantzig Selector: Application to the k-support norm

Soumyadeep Chatterjee, Sheng Chen, Arindam Banerjee

We propose a Generalized Dantzig Selector (GDS) for linear models, in which any norm encoding the parameter structure can be leveraged for estimation. We investigate both computati…