Linear combinations of order statistics to estimate the position and scale parameters of the Generalized Pareto distribution |
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Authors: | G. Sazlvadori |
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Affiliation: | (1) Dipartimento di Matematica “Ennio De Giorgi”, Università di Lecce, Provinciale Lecce-Arnesano, P.O. Box 193, I-73100 Lecce, Italy, IT |
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Abstract: | Ad hoc techniques for estimating the position and the scale parameters of the Generalized Pareto distribution are introduced. The estimators proposed are simple linear combinations of the order statistics: they provide valuable estimates of the parameters of interest, both when the shape parameter is known and when it is unknown (this latter case being of great relevance in practical applications), and show a good performance as well when the sample size is small. The procedures are tested on simulated data, and comparisons with other techniques are shown. |
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Keywords: | : Extreme events, Generalized Pareto distribution, order statistics, parameter's estimate, position parameter, scale parameter, shape parameter. |
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