Asymptotic normality for the number of records from general distributions

Abstract

We provide necessary and sufficient conditions for the asymptotic normality of N_n, the number of records among the first n observations from a sequence of independent and identically distributed random variables, with general distribution F. In the case of normality we identify the centering and scaling sequences. Also, we characterize distributions for which the limit is not normal in terms of their discrete and continuous components.