Consistent information criteria for regularized regression and loss-based learning problems

Qingyuan Zhang, Hien Duy Nguyen

Many problems in statistics and machine learning can be formulated as model selection problems, where the goal is to choose an optimal parsimonious model among a set of candidate m…