Count data;
Poisson regression;
Negative-binomial regression;
Maximum Likelihood;
Method of moments;
Over-dispersion;
LINEAR-MODEL;
D O I:
10.1007/s40096-019-0293-5
中图分类号:
O29 [应用数学];
学科分类号:
070104 ;
摘要:
In this paper, a new regression model for count response variable is proposed via re-parametrization of Poisson quasi-Lindley distribution. The maximum likelihood and method of moment estimations are considered to estimate the unknown parameters of re-parametrized Poisson quasi-Lindley distribution. The simulation study is conducted to evaluate the efficiency of estimation methods. The real data set is analyzed to demonstrate the usefulness of proposed model against the well-known regression models for count data modeling such as Poisson and negative-binomial regression models. Empirical results show that when the response variable is over-dispersed, the proposed model provides better results than other competitive models.
机构:
King Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi ArabiaKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Kayid, M.
Al-Maflehi, Nassr S.
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机构:
King Saud Univ, Dept Periodont & Community Dent, Coll Dent, Riyadh, Saudi ArabiaKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
机构:
Northeastern Univ, Sydney Smart Technol Coll, Shenyang 110004, Peoples R ChinaNortheastern Univ, Sydney Smart Technol Coll, Shenyang 110004, Peoples R China
Xu, Jiaqi
Lu, Yu
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机构:
Northeastern Univ, Sydney Smart Technol Coll, Shenyang 110004, Peoples R ChinaNortheastern Univ, Sydney Smart Technol Coll, Shenyang 110004, Peoples R China
Lu, Yu
Su, Yuanshen
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机构:
Northeastern Univ, Sydney Smart Technol Coll, Shenyang 110004, Peoples R ChinaNortheastern Univ, Sydney Smart Technol Coll, Shenyang 110004, Peoples R China
Su, Yuanshen
Liu, Tao
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机构:
Northeastern Univ Qinhuangdao, Sch Math & Stat, Qinhuangdao 066004, Peoples R ChinaNortheastern Univ, Sydney Smart Technol Coll, Shenyang 110004, Peoples R China
Liu, Tao
Qi, Yunfei
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机构:
Hebei Ctr Marine Geol Resources Survey, Geol Brigade Hebei Bur Geol & Mineral Resources Ex, Qinhuangdao 066000, Peoples R ChinaNortheastern Univ, Sydney Smart Technol Coll, Shenyang 110004, Peoples R China
Qi, Yunfei
Xie, Wu
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机构:
Hebei Ctr Marine Geol Resources Survey, Geol Brigade Hebei Bur Geol & Mineral Resources Ex, Qinhuangdao 066000, Peoples R ChinaNortheastern Univ, Sydney Smart Technol Coll, Shenyang 110004, Peoples R China