Xu, Chen; Chen, Jiahua - In: Journal of the American Statistical Association 109 (2014) 507, pp. 1257-1269
Feature selection is fundamental for modeling the high-dimensional data, where the number of features can be huge and much larger than the sample size. Since the feature space is so large, many traditional procedures become numerically infeasible. It is hence essential to first remove most...