A NOTE ON THE LASSO AND RELATED PROCEDURES IN MODEL SELECTION

Regression Shrinkage and Selection Via the Lasso

1996 • 45,633 citations

Least angle regression

2004 • 9,323 citations

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

2001 • 8,380 citations

Ideal spatial adaptation by wavelet shrinkage

1994 • 7,603 citations

THE LASSO METHOD FOR VARIABLE SELECTION IN THE COX MODEL

1997 • 3,634 citations

Smoothing noisy data with spline functions

1978 • 3,289 citations

Estimation of the Mean of a Multivariate Normal Distribution

1981 • 2,667 citations

Smoothing noisy data with spline functions

1975 • 1,496 citations

Asymptotics for lasso-type estimators

2000 • 1,320 citations

A new approach to variable selection in least squares problems

2000 • 861 citations

AN ASYMPTOTIC THEORY FOR LINEAR MODEL SELECTION

1997 • 489 citations

A Model Selection Approach for the Identification of Quantitative Trait Loci in Experimental Crosses

2002 • 368 citations

A strongly consistent procedure for model selection in a regression problem

1989 • 171 citations

Discussion of "Least Angle Regression" by Efron, Hastie, Johnstone and Tibshirani

2004 • 154 citations

Variable Selection and Model Building via Likelihood Basis Pursuit

2004 • 87 citations

Consistent neighbourhood selection for sparse high-dimensional graphs with the Lasso

2004 • 25 citations