Maximum likelihood estimators;
Modified moment estimators;
Bayesian likelihood estimators;
Order statistics;
Threshold parameter;
Consistency;
MAXIMUM-LIKELIHOOD-ESTIMATION;
MODIFIED MOMENT;
D O I:
10.1016/j.jspi.2012.01.018
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
The three-parameter gamma distribution is widely used as a model for distributions of life spans, reaction times, and for other types of skewed data. In this paper, we propose an efficient method of estimation for the parameters and quantiles of the three-parameter gamma distribution, which avoids the problem of unbounded likelihood, based on statistics invariant to unknown location. Through a Monte Carlo simulation study, we then show that the proposed method performs well compared to other prominent methods in terms of bias and mean squared error. Finally, we present two illustrative examples. (C) 2012 Elsevier B.V. All rights reserved.
机构:
Tokyo Metropolitan Univ, Fac Syst Design, Tokyo 158, JapanTokyo Metropolitan Univ, Fac Syst Design, Tokyo 158, Japan
Nagatsuka, Hideki
Balakrishnan, N.
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机构:
McMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
King Abdulaziz Univ, Dept Stat, Jeddah 21413, Saudi ArabiaTokyo Metropolitan Univ, Fac Syst Design, Tokyo 158, Japan
机构:
Tokyo Metropolitan Univ, Fac Syst Design, Hino, Tokyo 1910065, JapanTokyo Metropolitan Univ, Fac Syst Design, Hino, Tokyo 1910065, Japan
Nagatsuka, Hideki
Balakrishnan, N.
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机构:
McMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada
King Abdulaziz Univ, Dept Stat, Jeddah 21413, Saudi ArabiaTokyo Metropolitan Univ, Fac Syst Design, Hino, Tokyo 1910065, Japan
机构:Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
Pang, WK
Hou, SH
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机构:
Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
Hou, SH
Yu, BWT
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机构:Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
Yu, BWT
Li, KWK
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机构:Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
机构:
Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, MoscowFaculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow
Kozlov V.D.
Maysuradze A.I.
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机构:
Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, MoscowFaculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow