Model Selection and Parameter Inference through Constraints via Sequences of Surrogate Smoothing Functions

Mateen R Shaikh

Models with fewer parameters are often easier to interpret and more robust. Parsimony can be achieved through optimizing objectives like the AIC or BIC, which are functions of the…