9.5k citations · 10.2k across the 2 of their papers we have counts for
2 papers
math.ST2010★ 645 cited
A note on the group lasso and a sparse group lasso
J. Friedman, T. Hastie, R. Tibshirani
We consider the group lasso penalty for the linear model. We note that the standard algorithm for solving the problem assumes that the model matrices in each group are orthonormal.…
math.ST2004★ 9.5k cited
Least Angle Regression
Bradley Efron, Trevor Hastie, Iain Johnstone +1
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…