The estimation of Pareto distribution by a weighted least square method

被引:24
作者
Lu, Hai-Lin
Tao, Shin-Hwa
机构
[1] Chia Nan Univ Pharm & Sci, Dept Management Informat Sci, Tainan, Taiwan
[2] Chia Nan Univ Pharm & Sci, Dept Hosp & Hlth Care Adm, Tainan, Taiwan
关键词
Pareto distribution; weighted least square method; type II censored data;
D O I
10.1007/s11135-007-9100-8
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
The two-parameter Pareto distribution provides reasonably good fit to the distributions of income and property value, and explains many empirical phenomena. For the censored data, the two parameters are regularly estimated by the maximum likelihood estimator, which is complicated in computation process. This investigation proposes a weighted least square estimator to estimate the parameters. Such a method is comparatively concise and easy to perceive, and could be applied to either complete or truncated data. Simulation studies are conducted in this investigation to show the feasibility of the proposed method. This report will demonstrate that the weighted least square estimator gives better performance than unweighted least square estimators with simulation cases. We also illustrate that the weighted least square estimator is very close to maximum likelihood estimator with simulation studies.
引用
收藏
页码:913 / 926
页数:14
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