Estimation of the shape and scale parameters of Pareto distribution using ranked set sampling
Walid Abu-Dayyeh (),
Aissa Assrhani and
Kamarulzaman Ibrahim
Statistical Papers, 2013, vol. 54, issue 1, 207-225
Abstract:
In the current paper, the estimation of the shape and location parameters α and c, respectively, of the Pareto distribution will be considered in cases when c is known and when both are unknown. Simple random sampling (SRS) and ranked set sampling (RSS) will be used, and several traditional and ad hoc estimators will be considered. In addition, the estimators of α, when c is known using an RSS version based on the order statistic that maximizes the Fisher information for a fixed set size, will be considered. These estimators will be compared in terms of their biases and mean square errors. The estimators based on RSS can be real competitors against those based on SRS. Copyright Springer-Verlag 2013
Keywords: Bias; Fisher information; Maximum likelihood estimators (MLEs); Mean square error; Method of moment estimators (MOMEs); Pareto distribution; Ranked set sampling; Scale parameter; Shape parameter; Simple random sampling (search for similar items in EconPapers)
Date: 2013
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Citations: View citations in EconPapers (7)
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Persistent link: https://EconPapers.repec.org/RePEc:spr:stpapr:v:54:y:2013:i:1:p:207-225
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DOI: 10.1007/s00362-011-0420-3
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