Model selection criteria and the orthogonal series method forfunction estimation

摘要

Closed-form solutions are presented for function estimation usingthe orthogonal series method and various model selection criteria. WhileAkaike's (1974) AIC criterion does not lead to consistent estimates, afamily of criteria that includes minimum description length operateswithin a logarithmic factor of the minimax rate in a range of Sobolevsmoothness classes