期刊文献+

GAM在汽车保险定价中的应用研究 被引量:4

The Research of Car Insurance Pricing Base on GAM
原文传递
导出
摘要 汽车保险定价的基础在于风险分析,车辆、驾驶人以及行车环境等因素构成汽车保险定价所倚赖的一个风险系统.本文引入广义加法模型(GAM).将非参数平滑方法应用于到GAM中,结合贝叶斯理论(Bayes)和马尔可夫蒙特卡罗(MCMC)方法得到参数估计,构建汽车保险定价模型,并以国外某保险数据为样本进行实证分析,得到了较好的效果. The basic Principle on car insurance pricing is risk analysis. The conditious of car, the car drivers,and circumference of driving make a whole risk system of car insurance pricing. We introduce the Generalized Addictiv Model to car insurance pricing as a starting point. GAM applies the nonparametric smoothing to estimates parameter, combined with bayes theory and MCMC methods, which construct car insurance pricing model to a foreign insurance data.
作者 童丽娟
出处 《数学的实践与认识》 CSCD 北大核心 2011年第17期64-69,共6页 Mathematics in Practice and Theory
关键词 汽车保险定价 GAM 贝叶斯 MCMC car insurance pricing generalized linear model bayes theory markov chainmonte carlo simulation
  • 相关文献

参考文献9

  • 1Hans Buhlmann. An economic premium principle[J]. Astin Bulletin, 1980(11): 52-60.
  • 2Danny Samson. Designing an auto mobile insurance classification system[J]. European Journal of Operational Researeh, 1986(27): 235-241.
  • 3Danny Samson. Linear Model as Aidin Insurance Decision Making: The Estimation of Auto mobile Insurance Claims[J]. Journal of Business Research, 1987(15): 247-256.
  • 4张尧庭.线性模型与广义线性模型[J].统计教育,1995(4):18-23. 被引量:8
  • 5Habeman H. Generalized linear models and actuarial science[J]. The Statistician, 1996, 45(4): 407- 436.
  • 6詹姆斯s.贝叶斯统计学:原理、模型及应用[M].北京:中国统计出版社,1992,96-106.
  • 7Makov U E, Smith A F M, Liu Y H. Bayesian methods in actuarial science[J]. The Statistician, 1996, 45(4): 503-515.
  • 8高惠璇.SAS/STAT软件使用手册[M].北京:中国统计出版社,1997:18-22.
  • 9孟生旺.广义线性模型在汽车保险定价的应用[J].数理统计与管理,2007,26(1):24-29. 被引量:33

二级参考文献4

  • 1高惠璇 等.SAS/STAT软件使用手册[M].中国统计出版社,1997..
  • 2R.卡尔斯,等.现代精算风险理论[M].唐启鹤,等译.北京:科学出版社.2005.
  • 3Duncan Anderson etc. A Practitioner's Guide to Generalized Linear Models[ J] , CAS 2004 Discussion Papers.
  • 4Stephen Mildenhall. A Systematic Relationship Between Minimum Bias Procedure and Generalized Linear Models. 1999 Proceedings of the Casualty Actuarial Society.

共引文献48

同被引文献54

引证文献4

二级引证文献19

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部