Sparsity Control

G. Mateos, G. Giannakis, “Robust PCA as Bilinear Decomposition with Outlier-Sparsity Regularization”, IEEE Transactions on Signal Processing, Volume 60, No 10, pages 5176-5190, October 2012.

G. Mateos, G. Giannakis, “Sparsity Control for Robust Principal Component Analysis”, International Conference on Signals, Systems, and Computers, Pacific Grove, CA, November 2010.

G. Mateos, “Sparsity Control for Robustness and Social Data Analysis”, PhD thesis, University of Minnesota, December 2011