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准备金评估的随机性Munich链梯法及其改进——基于Bootstrap方法的实证分析 被引量:10

Stochastic Munich Chain Ladder Methods and Its Improvement in Claims Reserves
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摘要 传统链梯法是未决赔款准备金评估最常用的确定性方法,Munich链梯法基于Mack模型的假设,利用已决赔款和已报案赔款的相关性调整进展因子,有效减少了链梯法分别基于已决赔款和已报案赔款得到的未决赔款准备金之间的差异。本文在系统介绍Munich链梯法的基础上,结合模型假设,提出了两种基于Bootstrap方法的随机性Munich链梯法,并通过精算实务中的数值实例应用R软件加以实证分析。本文的研究对保险公司准备金负债评估的准确性和充足性具有重要参考价值。 The traditional chain ladder method is the most used deterministic method in outstanding claims reserves. The Munich chain ladder method is based on the assumptions from Mack model. The main idea is to modify the development factors by making use of the correlation between the paid payments and incurred payments, so as to decrease the discrepancy between the outstanding claims reserves resulting from applying the traditional chain ladder methods separately. This paper begins with introducing the Munich chain ladder method, combined with the model assumptions, proposes two stochastic Munich chain ladder methods based on bootstrap, and obtain the predictive distribution of the total reserve. Numerical illustrations are provided, which are implemented with R language. The results obtained in the paper have important significance as to the accuracy and sufficiency of the reserves liability.
出处 《数量经济技术经济研究》 CSSCI 北大核心 2011年第11期98-111,共14页 Journal of Quantitative & Technological Economics
基金 教育部重大项目"金融信用风险的量化研究"(309009) 南开大学经济实验教学中心教学改革项目"非寿险精算理论研究:准备金评估随机性方法及软件R实现"(H0509007)的资助
关键词 随机性Munich链梯法 Mack模型 BOOTSTRAP方法 预测均方误差 预测分布 Stochastic Munich Chain Ladder Method Mack Model Bootstrap Method Mean Square Error of Prediction Predictive Distribution
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参考文献9

  • 1G. Quarg, T. Mack, 2004, Munich Chain Ladder rJ], Blatter der DGVFM, Band XXVI, 597-630.
  • 2T. Mack, 1993, Distribution-free Calculation of the Standard Error of Chain Ladder Reserve Es-timates[J]. ASTIN Bulletin, 23 (2), 213-225.
  • 3P. D. England, R. J. Verrall, 1999, Analytic and Bootstrap Estimates of Prediction Errors inClaims Reserving[J]. Insurance: Mathematics and Economics, 25, 281-293.
  • 4P. D. England, R. J. Verrall, 2007, Predictive Distributions of Outstanding Liabilities GeneralInsurance [J], Annals of Actuarial Science, Vol 1, Part II, 221-270.
  • 5P. D. England, 2002, Addendum to "Analytic and Bootstrap Estimates of Prediction Errors inClaims Reserving" [J], Insurance: Mathematics and Economics, 31, 461-466.
  • 6M. V. Wtithrich, M. Merz, 2008, Stochastic ClaimsReservingMethods in Insurance [M], JohnWiley :Sons, Ltd.
  • 7O. Taylor, F. R. Ashe, 1983, Second Moments of Estimates of Outstanding Claims[J]. Journalof Econometrics, 23, 37-61.
  • 8Huij uan Liu and Richard Verrall, 201 O, Bootstrap Estimation of the Predictive Distributions of Re-serves Using Paid and Incurred Claims [J], Variance, 4 (2), 121-135.
  • 9张连增,段白鸽.未决赔款准备金评估的Mack模型及其预测均方误差的实现[J].统计与决策,2011,27(13):20-23. 被引量:6

二级参考文献3

  • 1T. Mack. Distribution-free Calculation of the Standard Error of Chain Ladder Reserve Estimates[J].ASTIN Bulletin,1993,23(2).
  • 2G. Taylor,F. R. Ashe. Second Moments of Estimates of Out-standing Claims[J].Joumal of Econometrics,1983,(23).
  • 3M. V. WUthrich,M. Merz. Stochastic Claims Reserving Methods in Insurance[M].Chichester:John Wiley & Sons, Ltd, 2008.

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