A new gradient projection method for matrix completion

摘要

In this paper, a new gradient projection method is proposed, which generates a feasible matrix sequences. The decent property of this method is proved. Based on the decent property, the convergence of the new method is discussed. Moreover, a sufficient and necessary condition for the optimal matrix is obtained. Finally, numerical experiments show the new method is effective in precision.