A plug-in approach to sparse and robust principal component analysis

Sparse PCA for High-Dimensional Data With Outliers

(2016) Mia Hubert et al.   TECHNOMETRICS

Robust Sparse Principal Component Analysis

(2012) Christophe Croux et al.   TECHNOMETRICS

Principal Component Analysis With Sparse Fused Loadings

(2011) Jian Guo et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Error rates for multivariate outlier detection

(2010) Andrea Cerioli et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

An overview of robust methods in medical research

(2010) Alessio Farcomeni et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis

(2009) D. M. Witten et al.   BIOSTATISTICS

An exact approach to sparse principal component analysis

(2009) Alessio Farcomeni   COMPUTATIONAL STATISTICS

On General Adaptive Sparse Principal Component Analysis

(2009) Chenlei Leng et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

High-Breakdown Robust Multivariate Methods

(2008) Mia Hubert et al.   STATISTICAL SCIENCE