Concepedia
Journal of Multivariate Analysis · 2012 · 44 citations · 14 references
ComputingComputer ScienceData MiningMachine LearningOptimizationDimension ReductionDimensionality ReductionMatrix FactorizationPrincipal Component AnalysisRepresentation LearningSignal ProcessingPrincipal ComponentsSparse Feature RepresentationSparse Signal Representation
14
Sparse Principal Component Analysis
Hui Zou, Trevor Hastie, Robert Tibshirani · Journal of Computational and Graphical Statistics · 2006 · 3.2K citations
Life Sciences, Bioinformatics, Biostatistics +17
A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis
Daniela Witten, Robert Tibshirani, Trevor Hastie · Biostatistics · 2009 · 1.6K citations · Full text
Computing, Biostatistics, Gene Expression Analysis +16
On Consistency and Sparsity for Principal Components Analysis in High Dimensions
Iain M. Johnstone, Arthur Yu Lu · Journal of the American Statistical Association · 2009 · 900 citations · Full text
Computing, Computer Science, Data Science +11
A Modified Principal Component Technique Based on the LASSO
Ian T. Jolliffe, Nickolay T. Trendafilov, Mudassir Uddin · Journal of Computational and Graphical Statistics · 2003 · 815 citations
Business, Biostatistics, Mathematics +15
Sparse principal component analysis via regularized low rank matrix approximation
Haipeng Shen, Jianhua Z. Huang · Journal of Multivariate Analysis · 2007 · 698 citations
Computing, Computer Science, Data Mining +13