Grouped variable importance with random forests and application to multiple functional data analysis

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

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

Classification and Regression Trees.

Alexander Gordon, Leo Breiman, Jerome H. Friedman et al. · Biometrics · 1984 · 23.9K citations

Computing, Computer Science, Mathematics +13

Classification and Regression Trees.

John Van Ryzin, Leo Breiman, Jerome H. Friedman et al. · Journal of the American Statistical Association · 1986 · 21K citations

Computing, Computer Science, Mathematics +13

Bagging Predictors

Leo Breiman · Machine Learning · 1996 · 17K citations · Full text