Regularization vs. Relaxation: A conic optimization perspective of statistical variable selection

Hongbo Dong, Kun Chen, Jeff Linderoth

Variable selection is a fundamental task in statistical data analysis. Sparsity-inducing regularization methods are a popular class of methods that simultaneously perform variable…