We consider efficient construction of nonlinear solution paths for general l₁-regularization. Unlike the existing methods that incrementally build the solution path through a combination of local ...

The Annals of Statistics, Vol. 42, No. 3 (June 2014), pp. 819-849 (31 pages) Folded concave penalization methods have been shown to enjoy the strong oracle property for high-dimensional sparse ...