系统工程理论与实践
繫統工程理論與實踐
계통공정이론여실천
Systems Engineering—Theory & Practice
2015年
1期
103~108
,共null页
车险 准备金 相依风险 藤Copula
車險 準備金 相依風險 籐Copula
차험 준비금 상의풍험 등Copula
automobile insurance; reserve; dependent risks; Vine Copula
在多个业务线的准备金估计中,通常假设不同业务线之间相互独立,事实上它们之间往往存在一定的相依关系.它们的相依性可以通过藤Copula函数来描述.藤Copula是解决多个相依随机变量的强有力工具.本文在假设各个业务线的增量已决赔款服从伽玛分布、逆高斯分布和对数正态分布的基础上,建立了各个业务线增量已决赔款相互依赖的藤Copula回归模型,并将此模型应用于一组实际的车险数据,结果表明,考虑相依关系的藤Copula回归模型对准备金的评估结果要优于独立假设下的回归模型对准备金的评估结果.
在多箇業務線的準備金估計中,通常假設不同業務線之間相互獨立,事實上它們之間往往存在一定的相依關繫.它們的相依性可以通過籐Copula函數來描述.籐Copula是解決多箇相依隨機變量的彊有力工具.本文在假設各箇業務線的增量已決賠款服從伽瑪分佈、逆高斯分佈和對數正態分佈的基礎上,建立瞭各箇業務線增量已決賠款相互依賴的籐Copula迴歸模型,併將此模型應用于一組實際的車險數據,結果錶明,攷慮相依關繫的籐Copula迴歸模型對準備金的評估結果要優于獨立假設下的迴歸模型對準備金的評估結果.
재다개업무선적준비금고계중,통상가설불동업무선지간상호독립,사실상타문지간왕왕존재일정적상의관계.타문적상의성가이통과등Copula함수래묘술.등Copula시해결다개상의수궤변량적강유력공구.본문재가설각개업무선적증량이결배관복종가마분포、역고사분포화대수정태분포적기출상,건립료각개업무선증량이결배관상호의뢰적등Copula회귀모형,병장차모형응용우일조실제적차험수거,결과표명,고필상의관계적등Copula회귀모형대준비금적평고결과요우우독립가설하적회귀모형대준비금적평고결과.
It is usually assumed that different lines of business are independent, but the tact is that they are dependent to some extent in multi-lines of business. Their dependence may be captured by Vine Copula functions. Vine Copula is a powerful tool to solve multiple dependence. Under the assumption that the incremental paid claims of every line of business follows gamma distribution, inverse-Gaussian distribution and log-normal distribution, respectively, the corresponding Vine Copula regression models are established. The model is applied to a real data set of auto insurance and the result shows that the Vine Copula-based regression model is superior to independent regression models in claims reserving.