Stochastic loss reserving with dependence: A flexible multivariate Tweedie approach

被引:18
作者
Avanzi, Benjamin [1 ,2 ]
Taylor, Greg [1 ]
Phuong Anh Vu [1 ,2 ]
Wong, Bernard [1 ]
机构
[1] UNSW Sydney, UNSW Australia Business Sch, Sch Risk & Actuarial Studies, Sydney, NSW 2052, Australia
[2] Univ Montreal, Dept Math & Stat, Montreal, PQ H3T 1J4, Canada
基金
澳大利亚研究理事会;
关键词
Stochastic loss reserving; Dependence; Multivariate Tweedie distribution; Common shock; Bayesian estimation; INSURANCE LOSS PAYMENTS; MODEL UNCERTAINTY; DISTRIBUTIONS; COPULAS;
D O I
10.1016/j.insmatheco.2016.08.006
中图分类号
F [经济];
学科分类号
02 ;
摘要
Stochastic loss reserving with dependence has received increased attention in the last decade. A number of parametric multivariate approaches have been developed to capture dependence between lines of business within an insurer's portfolio. Motivated by the richness of the Tweedie family of distributions, we propose a multivariate Tweedie approach to capture cell-wise dependence in loss reserving. This approach provides a transparent introduction of dependence through a common shock structure. In addition, it also has a number of ideal properties, including marginal flexibility, transparency, and tractability including moments that can be obtained in closed form. Theoretical results are illustrated using both simulated data sets and a real data set from a property-casualty insurer in the US. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:63 / 78
页数:16
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