On the underfitting and overfitting sets of models chosen by order selection criteria
Résumé
We give analytic and non-asymptotic description of both over and underfitting sets for a general class of order selection model. Upper bounds for associated misfitting probabilities are given for various family of models . Consistency of model selection can be derived.
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