Jinchun Zhan

Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees

In this work we develop and study a novel online robust principal components’ analysis (RPCA) algorithm based on the recently introduced ReProCS framework. Our algorithm significantly improves upon the original ReProCS algorithm and it also returns even more accurate offline estimates. The key contr…