
doi: 10.1007/bf02491447
Let f be a continuous function defined on some open measurable set \(A\subset R\) and let \(X_ 1,X_ 2,..\). be an i.i.d. sequence with an absolutely continuous distribution function G and \(P(A)=1\). Assume that \(y_ 0=\min \{f(x)\), \(x\in A\}0\) for which \(a_ n^{-1}(\min \{f(X_ 1),...,f(X_ n)\}-y_ 0)\) converges weakly to a distribution of the type \(1-\exp (- cy^{\alpha})\), where c and \(\alpha\) are positive constants. Using these results, he constructs a confidence interval for \(y_ 0\). The discussion for \(A\subset R^ k\), i.e. the multidimensional case, is also provided. The case where G is the uniform distribution, \(A\subset R^ k\) and there exists a unique minimum point \(x_ 0\) was considered by \textit{L. de Haan}, J. Am. Stat. Assoc. 76, 467-469 (1981; Zbl 0462.62031)].
uniform distribution, existence of limiting distribution, Asymptotic distribution theory in statistics, Central limit and other weak theorems, continuous function, Nonparametric tolerance and confidence regions, absolutely continuous distribution, confidence interval, extreme value estimation, Order statistics; empirical distribution functions, multidimensional case, minimum points, extreme value distribution
uniform distribution, existence of limiting distribution, Asymptotic distribution theory in statistics, Central limit and other weak theorems, continuous function, Nonparametric tolerance and confidence regions, absolutely continuous distribution, confidence interval, extreme value estimation, Order statistics; empirical distribution functions, multidimensional case, minimum points, extreme value distribution
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