Pathwise Least Angle Regression and a Significance Test for the Elastic Net

Muhammad Naveed Tabassum, Esa Ollila

Least angle regression (LARS) by Efron et al. (2004) is a novel method for constructing the piece-wise linear path of Lasso solutions. For several years, it remained also as the de…