A generalized linear model with smoothing effects for claims reserving

被引:27
作者
Bjorkwall, Susanna [1 ]
Hossjer, Ola [1 ]
Ohlsson, Esbjorn [2 ]
Verrall, Richard [3 ]
机构
[1] Stockholm Univ, Div Math Stat, Dept Math, SE-10691 Stockholm, Sweden
[2] Lansforsakringar Alliance, SE-10650 Stockholm, Sweden
[3] City Univ London, Cass Business Sch, London EC1Y 8TZ, England
基金
瑞典研究理事会;
关键词
Bootstrap; Generalized linear model; Model selection; Smoothing; Stochastic claims reserving;
D O I
10.1016/j.insmatheco.2011.01.012
中图分类号
F [经济];
学科分类号
020101 [政治经济学];
摘要
In this paper, we continue the development of the ideas introduced in England and Verrall (2001) by suggesting the use of a reparameterized version of the generalized linear model (GLM) which is frequently used in stochastic claims reserving. This model enables us to smooth the origin, development and calendar year parameters in a similar way as is often done in practice, but still keep the GLM structure. Specifically, we use this model structure in order to obtain reserve estimates and to systemize the model selection procedure that arises in the smoothing process. Moreover, we provide a bootstrap procedure to achieve a full predictive distribution. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:27 / 37
页数:11
相关论文
共 23 条
[1]
[Anonymous], 2002, British Actuarial Journal
[2]
Issues in claims reserving and credibility: A semiparametric approach with mixed models [J].
Antonio, Katrien ;
Beirlant, Jan .
JOURNAL OF RISK AND INSURANCE, 2008, 75 (03) :643-676
[3]
Barnett Glen, 2000, P CASUALTY ACTUARI 2, VLXXXVII, P245
[4]
BJORKWALL S, 2009, SCANDINAVIAN ACTUARI, V4, P306
[5]
De Jong P., 1983, Journal of the Institute of Actuaries, V110, P157, DOI [10.1017/S0020268100041287, DOI 10.1017/S0020268100041287]
[6]
England P., 2001, Proceedings of Casualty Actuarial Society, VLXXXVIII, P1
[7]
Kremer E.:., 1982, Scandinavian Actuarial Journal, P47
[8]
LIANG KY, 1986, BIOMETRIKA, V73, P13, DOI 10.1093/biomet/73.1.13
[9]
Miller A., 2002, Subset Selection in Regression
[10]
Bootstrap model selection in generalized linear models [J].
Pan, W ;
Le, CT .
JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS, 2001, 6 (01) :49-61