Practical comparison of sparse methods for classification of Arabica and Robusta coffee species using near infrared hyperspectral imaging

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 50.3K citations

Engineering, High-dimensional Method, Robust Modeling +14

Nearest neighbor pattern classification

Thomas M. Cover, Peter E. Hart · IEEE Transactions on Information Theory · 1967 · 15.4K citations

Bayesian Decision Theory, Engineering, Machine Learning +23

Principal component analysis

Svante Wold, Kim H. Esbensen, Paul Geladi · Chemometrics and Intelligent Laboratory Systems · 1987 · 11.4K citations

Engineering, Pattern Recognition, Knowledge Discovery +5

Sparse Principal Component Analysis

Hui Zou, Trevor Hastie, Robert Tibshirani · Journal of Computational and Graphical Statistics · 2006 · 3.1K citations

Sparse Representation, Engineering, Machine Learning +13

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