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双参数广义几何分布的 Bayes 估计及其应用
引用本文:王可,王德辉.双参数广义几何分布的 Bayes 估计及其应用[J].吉林大学学报(理学版),2019,57(5):1104-1110.
作者姓名:王可  王德辉
作者单位:吉林大学数学学院,长春,130012;吉林大学数学学院,长春,130012
基金项目:国家自然科学基金;国家自然科学基金
摘    要:考虑具有双参数结构广义几何分布的Bayes估计问题, 给出分布中参数Bayes估计的精确表达式, 并将该分布应用于短期聚合风险模型中, 提出一类新的聚合风险模型, 给出分布函数的相关性质及聚合理赔量的近似模型. 数值模拟结果验证了Bayes估计具有渐近无偏性与相合性. 最后将该结果应用于汽车保险索赔数据中, 得到了不同索赔次数下的保单数量拟合结果.

关 键 词:零堆积  Bayes估计  短期聚合风险模型  数值模拟  汽车保险索赔
收稿时间:2019-03-11

Bayesian Estimation for Generalized Geometric Distributionwith Double-Parameters and Its Application
WANG Ke,WANG Dehui.Bayesian Estimation for Generalized Geometric Distributionwith Double-Parameters and Its Application[J].Journal of Jilin University: Sci Ed,2019,57(5):1104-1110.
Authors:WANG Ke  WANG Dehui
Institution:College of Mathematics, Jilin University, Changchun 130012, China
Abstract:We considered the Bayesian estimation problem for a generalized geometric distribution with double parameters structure, and gave the accurate expression of Bayesian estimator of the parameters from the distribution. The distribution was applied to the short term aggregation risk model. A new type of aggregation risk model was proposed, and the related properties of the distribution function and an approximate model of aggregate claim amount were given. The numerical simulation results verify the asymptotic unbiasedness and consistency of Bayesian estimation. Finally, the results are applied to the automobile insurance claim data, and the fitting results of the number of insurance policies under different claim times are obtained.
Keywords:zero inflated  Bayesian estimation  short term aggregation risk model  numerical simulation  auto insurance claim  
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