Interpretable dimension reduction for classifying functional data

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

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

Regularization Paths for Generalized Linear Models via Coordinate Descent.

Jerome H. Friedman, Trevor Hastie, Rob Tibshirani · PubMed · 2010 · 14K citations · Full text

Natural Sciences, Computer Science, Mathematics +17

Analysis of a complex of statistical variables into principal components.

H. Hotelling · Journal of Educational Psychology · 1933 · 9.5K citations

Natural Sciences, Biostatistics, Statistical Modeling +12

Least angle regression

Bradley Efron, Trevor Hastie, Iain M. Johnstone et al. · The Annals of Statistics · 2004 · 9.5K citations · Full text

Computing, Biostatistics, Computer Science +13