Brian Lois

Online matrix completion and online robust PCA

Namrata Vaswani, Brian Lois, Brian Lois, 2015, 2015 IEEE International Symposium on Information Theory (ISIT).

Performance guarantees for undersampled recursive sparse recovery in large but structured noise

Namrata Vaswani, Chenlu Qiu, Brian Lois, 2013, 2013 IEEE Global Conference on Signal and Information Processing.

A correctness result for online robust PCA

Namrata Vaswani, Brian Lois, Brian Lois, 2014, 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Recursive Robust PCA or Recursive Sparse Recovery in Large but Structured Noise

Namrata Vaswani, Chenlu Qiu, Brian Lois, 2012, IEEE Transactions on Information Theory.

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

Namrata Vaswani, Jinchun Zhan, Han Guo, 2016, AISTATS.