From: Robust reconstruction algorithm for compressed sensing in Gaussian noise environment using orthogonal matching pursuit with partially known support and random subsampling
Step
The number of multiplication
The number ofâ„“ 2 optimization
(1) λ t = arg max j = 1 , . . . , N ∑ l = 1 L r l , t - 1 , φ j .
LpM(N-t+1)
-
(2) a t = Φ t z t
LpMt
(3) z t = arg min z ||y-Φ t zt-1||2
L(â„“2 optimization for t variables)
Total
Lp(MN+M)