统计研究
統計研究
통계연구
Statistical Research
2013年
5期
98~105
,共null页
分层模型 非寿险定价 索赔准备金评估 贝叶斯方法 信度理论
分層模型 非壽險定價 索賠準備金評估 貝葉斯方法 信度理論
분층모형 비수험정개 색배준비금평고 패협사방법 신도이론
Hierarchical Models;Non-life Insurance Pricing;Claims Reserving;Bayesian Methods;Credibility Theory
本文结合非寿险精算中普遍存在的具有层次性和相关性的数据结构,在分层模型的全新视角下,充分借鉴分层模型的理论研究成果,对分层模型在非寿险定价与索赔准备金评估中的应用研究的最新成果进行了系统梳理和总结,并将贝叶斯方法、随机模拟、信度理论、数据分析技术、科学计算等融合其中。在此基础上,提出了一些有待深入探索和进一步扩展的新思路。这对提升我国非寿险精算学科的统计分析体系,促进我国非寿险精算学科的发展具有重要的科学研究意义。
本文結閤非壽險精算中普遍存在的具有層次性和相關性的數據結構,在分層模型的全新視角下,充分藉鑒分層模型的理論研究成果,對分層模型在非壽險定價與索賠準備金評估中的應用研究的最新成果進行瞭繫統梳理和總結,併將貝葉斯方法、隨機模擬、信度理論、數據分析技術、科學計算等融閤其中。在此基礎上,提齣瞭一些有待深入探索和進一步擴展的新思路。這對提升我國非壽險精算學科的統計分析體繫,促進我國非壽險精算學科的髮展具有重要的科學研究意義。
본문결합비수험정산중보편존재적구유층차성화상관성적수거결구,재분층모형적전신시각하,충분차감분층모형적이론연구성과,대분층모형재비수험정개여색배준비금평고중적응용연구적최신성과진행료계통소리화총결,병장패협사방법、수궤모의、신도이론、수거분석기술、과학계산등융합기중。재차기출상,제출료일사유대심입탐색화진일보확전적신사로。저대제승아국비수험정산학과적통계분석체계,촉진아국비수험정산학과적발전구유중요적과학연구의의。
The paper is oriented to the forefront and focal point of the international actuarial theory studies,in combination with the characteristics of non-life insurance data,i.e.,the data in general has some hierarchical structure and some dependence,and the distributions of the observation are among a wide class of the exponential dispersion family,from a new perspective of hierarchical models,fully references the results of theoretical studies of the hierarchical models,collates and summarizes the latest results of hierarchical models in non-life insurance pricing and claims reserving.Further,the paper incorporates Bayesian methods,stochastic simulation,credibility theory,data analysis techniques and scientific computing into the hierarchical setting,upon which some new ideas needed further exploration and extension also are proposed and discussed.These studies will have an important scientific significance to enhance the statistical analysis system of the non-life actuarial disciplines and to promote the development of non-life actuarial disciplines in China.