Improved confidence regions based on Edgeworth expansions
Christopher S. Withers and
Saralees Nadarajah
Computational Statistics & Data Analysis, 2012, vol. 56, issue 12, 4366-4380
Abstract:
Let ŵ be a consistent estimate of w in Rp satisfying the standard cumulant expansion in powers of n−1 with asymptotic covariance n−1V. Then n1/2(ŵ−w) has the standard Edgeworth expansion about Np(0,V). We obtain from this the Edgeworth expansions for Tn(V)=n(ŵ−w)′V−1(ŵ−w) about χp2 and for its Studentized version, Tn(V̂). So, we obtain a confidence region for w of level α+O(n−2).
Keywords: Cumulants; Edgeworth expansions; Ellipsoidal confidence regions (search for similar items in EconPapers)
Date: 2012
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Citations: View citations in EconPapers (3)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:csdana:v:56:y:2012:i:12:p:4366-4380
DOI: 10.1016/j.csda.2012.03.019
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