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Nelson-Aalen tail product-limit process and extreme value index estimation under random censorship (1502.03955v2)
Published 13 Feb 2015 in math.ST and stat.TH
Abstract: On the basis of Nelson-Aalen nonparametric estimator of the cumulative distribution function, we provide a weak approximation to tail product-limit process for randomly right-censored heavy-tailed data. In this context, a new consistent reduced-bias estimator of the extreme value index is introduced and its asymptotic normality is established only by assuming the second-order regular variation of the underlying distribution function. A simulation study shows that the newly proposed estimator performs better than the existing ones.