Before revision:  Analysis of this estimator shows that it recovers exactly the rank and support of the two componentsrespectively . Convergence rates under various  norms are also presented.
After revision:  Analysis of this estimator shows that it recovers exactly the rank and support of the two componentsrespectively . Convergence rates under various matrix norms are also presented.