Background Modeling via Multiple Subspace Tracking

MOUSSE

Y. Xie, J. Huang, R. Willett, "Change-point detection for high-dimensional time series with missing data", IEEE Journal of Selected Topics in Signal Processing, Volume 7, No. 1, pages 12-27, 2013.

OT (Dynamic low-rank GMM)

X. Jiang, R. Willett, "Online Data Thinning via Multi-Subspace Tracking", Preprint, 2016.

X. Jiang, R. Willett, "Online Thinning for High Volume Streaming Data", International Conference on Knowledge Discovery and Data, KDD 2017, 2017.

Matrix Factorization with Column L0-norm constraint (MFC)

B. Wang, C. Lin, “Robust Multi-subspace Analysis using Novel Column l0-norm Constrained Matrix Factorization”, Preprint, 2018.