Robert John Tibshirani
Stanford University
2 papers in the Anchorcite directory, published between 1996 and 2004, cited 62,692 times in total.
ORCID profileResearch topics
- Statistical Methods and Inference · 2 papers
- Advanced Statistical Methods and Models · 2 papers
- Bayesian Methods and Mixture Models · 1 paper
- Control Systems and Identification · 1 paper
Frequent co-authors
- Bradley Efron · 1 paper
- Trevor Hastie · 1 paper
- Iain M. Johnstone · 1 paper
Papers
- Regression Shrinkage and Selection Via the LassoJournal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 53,131 citations
SUMMARY We propose a new method for estimation in linear models. The ‘lasso’ minimizes the residual sum of squares subject to the sum of the absolute value of the coefficients being less than a constant. Because of the nature of…
- 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…
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