Using the traditional data compression approach (i.e., sample-then-compression), the full signal vector needs to be acquired first, then the vector is computed throughα = TT x and only the K largest coefficients are kept (Bara-niuk 2007).In contrast, CS directly acquires a compressed signal through the following sampling process: