The references:
1: << Convex Optimization >> by Stephen Boyd
2: << Convex Analysis >> by Rockafeller
3: << Functional Analysis >> by Peter D.Lax
5: << Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers >> by Stephen Boyd
6: << Fast Alternating Direction Optimization Methods >> by Tom Goldstein