Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data

Joel A. Tropp, Alp Yurtsever, Madeleine Udell, Volkan Cevher

Neural Information Processing Systems 

Here are two important cases where this problem arises.