ON THE $r\mathcal{B}$ELL FAMILY OF DISTRIBUTIONS WITH ACTUARIAL APPLICATIONS

IF 1.7 3区 经济学 Q2 ECONOMICS ASTIN Bulletin Pub Date : 2021-05-18 DOI:10.1017/asb.2021.14
D. Bhati, E. Calderín-Ojeda
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引用次数: 2

Abstract

Abstract In this paper, a new three-parameter discrete family of distributions, the $r{\mathcal B}ell$ family, is introduced. The family is based on series expansion of the r-Bell polynomials. The proposed model generalises the classical Poisson and the recently proposed Bell and Bell–Touchard distributions. It exhibits interesting stochastic properties. Its probabilities can be computed by a recursive formula that allows us to calculate the probability function of the amount of aggregate claims in the collective risk model in terms of an integral equation. Univariate and bivariate regression models are presented. The former regression model is used to explain the number of out-of-use claims in an automobile insurance portfolio, by showing a good out-of-sample performance. The latter is used to describe the number of out-of-use and parking claims jointly. This family provides an alternative to other traditionally used distributions to describe count data such as the negative binomial and Poisson-inverse Gaussian models.
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关于$r\mathcal{B}$ELL分布族的精算应用
摘要本文介绍了一种新的三参数离散分布族,即$r{\mathcal B}ell$族。这个族是基于r-贝尔多项式的级数展开。提出的模型推广了经典泊松分布和最近提出的贝尔分布和贝尔-塔查德分布。它表现出有趣的随机特性。它的概率可以通过一个递归公式来计算,这个递归公式允许我们用积分方程来计算集体风险模型中总索赔金额的概率函数。提出了单变量和双变量回归模型。前一种回归模型被用来解释汽车保险组合中过期索赔的数量,并显示出良好的样本外性能。后者用于描述闲置和停车索赔的数量。这个家族提供了一种替代其他传统使用的分布来描述计数数据,如负二项和泊松逆高斯模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ASTIN Bulletin
ASTIN Bulletin 数学-数学跨学科应用
CiteScore
3.20
自引率
5.30%
发文量
24
审稿时长
>12 weeks
期刊介绍: ASTIN Bulletin publishes papers that are relevant to any branch of actuarial science and insurance mathematics. Its papers are quantitative and scientific in nature, and draw on theory and methods developed in any branch of the mathematical sciences including actuarial mathematics, statistics, probability, financial mathematics and econometrics.
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