Sparse Regression: Scalable algorithms and empirical performance

Dimitris Bertsimas, Jean Pauphilet, Bart Van Parys

In this paper, we review state-of-the-art methods for feature selection in statistics with an application-oriented eye. Indeed, sparsity is a valuable property and the profusion of…