کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
5129239 1489624 2017 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Parameter estimation of the Pareto distribution using a pivotal quantity
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات آمار و احتمال
پیش نمایش صفحه اول مقاله
Parameter estimation of the Pareto distribution using a pivotal quantity
چکیده انگلیسی

In estimating the parameters of the two-parameter Pareto distribution it is well known that the performance of the maximum likelihood estimator deteriorates when sample sizes are small or the underlying model is contaminated. In this paper we propose a new parameter estimator that utilizes a pivotal quantity based on the regression framework, allowing separate estimation of the two parameters in a straightforward manner. The consistency of the estimator is also established. Simulation studies show that the proposed estimator is a competitive, well-rounded robust estimator for both Pareto and contaminated Pareto datasets when the sample sizes are small.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of the Korean Statistical Society - Volume 46, Issue 3, September 2017, Pages 438-450
نویسندگان
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