Multiview partial least squares

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

Business, Biostatistics, Computer Science +17

Principal component analysis

Svante Wold, Kim H. Esbensen, Paul Geladi · Chemometrics and Intelligent Laboratory Systems · 1987 · 11.5K citations

Natural Sciences, Biostatistics, Data Analytics +5

Ridge Regression: Biased Estimation for Nonorthogonal Problems

Arthur E. Hoerl, Robert W. Kennard · Technometrics · 1970 · 8.9K citations

Computing, Biostatistics, Econometrics +15

An introduction to variable and feature selection

GuyonIsabelle, ElisseeffAndré · Journal of Machine Learning Research · 2003 · 7.9K citations

Computing, Computer Science, Data Science +14

Partial least-squares regression: a tutorial

Paul Geladi, Bruce R. Kowalski · Analytica Chimica Acta · 1986 · 6.9K citations

Business, Computer Science, Statistical Modeling +7