Cramér type moderate deviations for intermediate trimmed means

preprint2016arXivOpen access

Abstract

In this article we establish Cramér type moderate deviation results for (intermediate) trimmed means Tn=n−1∑i=kn+1n−mnXi:nT_n=n^{-1} \sum_{i=k_n+1}^{n-m_n}X_{i:n}, where Xi:nX_{i:n} -- the order statistics corresponding to the first nn observations of a~sequence X1,X2,…X_1,X_2,\dots of i.i.d random variables with dfdf FF. We consider two cases of intermediate and heavy trimming. In the former case, when max⁡(αn,βn)→0\max(α_n,β_n)\to 0 (αn=kn/nα_n=k_n/n, βn=mn/nβ_n=m_n/n) and min⁡(kn,mn)→∞\min(k_n,m_n)\to\infty as n→∞n\to\infty, we obtain our results under a~natural moment condition and a~mild condition on the rate at which αnα_n and βnβ_n tend to zero. In the latter case we do not impose any moment conditions on FF, instead, we require some smoothness of F−1F^{-1} in an~open set containing the limit points of the trimming sequences αnα_n, 1−βn1-β_n.

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