In regression analysis there is typically a large collection of competing models available from which we want to select … sample size. General asymptotic concepts are introduced, covering the usual ones of consistency and asymptotic optimality …. For example, the consistency of a procedure is decided by the interplay between these penalties, the complexity of the …