Fan, Yingying; Lv, Jinchi - In: Journal of the American Statistical Association 108 (2013) 503, pp. 1044-1061
High-dimensional data analysis has motivated a spectrum of regularization methods for variable selection and sparse modeling, with two popular methods being convex and concave ones. A long debate has taken place on whether one class dominates the other, an important question both in theory and...