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In the paper of Akahira (Ann Inst Statist Math 48:349–364, <CitationRef CitationID="CR9">1996</CitationRef>), it was shown that the second order asymptotic loss of information in reducing to a statistic consisting of extreme values and an asymptotically ancillary statistic vanished for a family of non-regular distributions whose...</citationref>
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