385 citations · 1.7k across the 35 of their papers we have counts for
Showing 2011Show all
3 papers · 1 filter
stat.ML2011★ 100 cited
Robust PCA as Bilinear Decomposition with Outlier-Sparsity Regularization
Gonzalo Mateos, Georgios B. Giannakis
Principal component analysis (PCA) is widely used for dimensionality reduction, with well-documented merits in various applications involving high-dimensional data, including compu…
cs.NI2011★ 123 cited
Distributed Recursive Least-Squares: Stability and Performance Analysis
Gonzalo Mateos, Georgios B. Giannakis
The recursive least-squares (RLS) algorithm has well-documented merits for reducing complexity and storage requirements, when it comes to online estimation of stationary signals as…
stat.ML2011★ 51 cited
Robust Nonparametric Regression via Sparsity Control with Application to Load Curve Data Cleansing
Gonzalo Mateos, Georgios B. Giannakis
Nonparametric methods are widely applicable to statistical inference problems, since they rely on a few modeling assumptions. In this context, the fresh look advocated here permeat…