Algorithm 2. Alternating minimization for (6).
Input: λ 1 , λ 2 , D , tolerance ϵ , parameter δ
Initialize: S ( 1 ) = 0
Repeat
Step 1. Obtain L ( k + 1 ) by Algorithm 1.
Step 2, Obtain S ( k + 1 ) by P ( 1 λ 2 ( D − L ( k + 1 ) ) )
Until ‖ L ( k + 1 ) − L ( k ) ‖ F ≤ ϵ
Output L ( k + 1 ) , S ( k + 1 )