1) Outliers (6 papers)
ROPAST (Outliers)
S. Chan, Y. Wen, K. Ho, “A robust PAST algorithm for subspace tracking in impulsive noise", IEEE Transactions on Signal Processing, Volume 54, No. 1, pages 105-116, 2006.
M. Rupp, C. Reyes, "Robust versions of the PAST algorithm", European Signal Processing Conference, EUSIPCO 2012, pages 2313-2317, 2012.
ROBUSTA/Fast ROBUSTA (Outliers)
N. Linh-Trung, V. Nguyen, M. Thameri, T. Minh-Chinh, K. Abed-Meraim, “Low-complexity adaptive algorithms for robust subspace tracking", IEEE Journal of Selected Topics in Signal Processing, Volume12, No. 6, pages 1197-1212, 2018.
RYAST/ROBUSTQR
V. Nguyen, N. Trung, K. Abed-Meraim, "Robust Subspace Tracking Algorithms using Fast Adaptive Mahalanobis Distance", Signal Processing, Volume 195, June 2022.
αFAPI
L. Thanh, A. Rekavandi, A. Seghouane, K. Abed-Meraim, "Robust Subspace Tracking with Contamination Mitigation via α-Divergence", IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023, Rhodes Island, Greece, 2023.
SPST
M. Wax, A. Adler, "Robust Subspace Tracking by Soft-Projections and Signal Subspace Matching", IEEE Transactions on Aerospace and Electronic Systems, 2023.
2) Missing data/Outliers (3 papers)
EWLS/OSGD (Misssing data/Outliers)
M. Mardani, G. Mateos, G. Giannakis, “Subspace learning and imputation for streaming big data matrices and tensors", IEEE Transactions on Signal Processing, Volume 63, No. 10, pages 2663-2677, 2015.
PETRELS-ADMM (Misssing data/Outliers)
L. Trung-Thanh, V. Nguyen, N. Linh-Trung, K. Abed-Meraim, "Robust Subspace Tracking with Missing Data and Outliers via ADMM", European Signal Processing Conference, EUSIPCO 2019, 2019.
L. Thanh, V. Nguyen N. Linh-Trung, K. Abed-Meraim, “Robust subspace tracking with missing data and outliers: Novel algorithm with convergence guarantee", IEEE Transactions on Signal Processing, Volume 69, pages 2070–2085, 2021.