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We establish a general bootstrap procedure combined with a modified Anderson–Darling statistic. This procedure is proved to be valid for heavy tailed generalized Pareto distributions that are commonly used to model excesses over a high threshold in extreme value theory. Then, the method is applied to daily precipitation excesses simulated over the Euro-Mediterranean region in autumn by four regional...
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