1. A method for approximating a plurality of digital signals or images using compressed sensing, comprising the steps of: in a scheme where a common component x c of said plurality of digital signals or images is represented as a vector with m entries, making a measurement y c , where y c comprises a vector with only n i entries, where n i is less than m.