Matrix decomposition is one of the fundamental tools to discover knowledge from big data generated by modern applications. However, it still inefficient or infeasible process very using such a method in single machine. Moreover, are often distributedly collected and stored on different machines. Thus, generally bear strong heterogeneous noise. It essential useful develop distributed matrix for ...