Trevor Hastie

Research topics

• Gene expression and cancer classification · 1 paper
• Neural Networks and Applications · 1 paper
• Face and Expression Recognition · 1 paper
• Statistical Methods and Inference · 1 paper
• Control Systems and Identification · 1 paper
• Advanced Statistical Methods and Models · 1 paper

Frequent co-authors

• Hui Zou · 1 paper
• Bradley Efron · 1 paper
• Iain M. Johnstone · 1 paper
• Robert John Tibshirani · 1 paper

Papers

1. Regularization and Variable Selection Via the Elastic NetJournal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21,798 citations

   Summary We propose the elastic net, a new regularization and variable selection method. Real world data and a simulation study show that the elastic net often outperforms the lasso, while enjoying a similar sparsity of representation. In addition, the elastic…

2. Least angle regressionThe Annals of Statistics · 2004 · 9,561 citations

   The purpose of model selection algorithms such as All Subsets, Forward Selection and Backward Elimination is to choose a linear model on the basis of the same set of data to which the model will be applied. Typically we have…