UMVUE of the IBNR reserve in a lognormal linear regression model

被引:43
作者
Doray, LG
机构
[1] Dept. de Math. et Statistique, Univ. de Montréal, Montreal, Que. H3C 3J7, Succursale centre-ville
基金
加拿大自然科学与工程研究理事会;
关键词
IBNR reserve; lognormal regression; UMVUE; maximum likelihood;
D O I
10.1016/0167-6687(95)00027-5
中图分类号
F [经济];
学科分类号
02 [经济学];
摘要
In this paper, we first find an expression for the mean and the variance of the IBNR claims in a lognormal linear regression model, of which the chain ladder model is considered as a special case. We then derive the unique uniformly minimum variance unbiased estimator (UMVUE) and the maximum likelihood estimator (MLE) of those quantities and calculate the variance of the UMVUE of the mean of the IBNR claims; we also find an estimator not involving an infinite series, which provides an excellent approximation to the UMVUE of the mean of the IBNR claims. Finally, the claims experience of an insurance company is used to compare the various estimators of the IBNR reserve developed in the paper. Several tests and graphs are used to verify model assumptions.
引用
收藏
页码:43 / 57
页数:15
相关论文
共 22 条
[1]
Aitchison J., 1957, The lognormal distribution with special reference to its uses in economics
[2]
[Anonymous], 1982, Residuals and influence in regression
[3]
BARTHOLOMEW DJ, 1975, J ROY STAT SOC B MET, V37, P444
[4]
COHEN C, 1988, LOGNORMAL DISTRIBUTI
[5]
Crow E. L., 1988, Lognormal Distributions: Theory and Applications
[6]
de Vylder F., 1978, B ASS SWISS ACTUARIE, V78, P247
[7]
Erdelyi A., 1981, HIGHER TRANSCENDENTA
[8]
Finney D. J., 1941, J. R. Stat. Soc, V7, P155, DOI DOI 10.2307/2983663
[9]
GRAYBILL FA, 1961, INTRO LINEAR STATIST, V1
[10]
HOGG RV, 1978, INTRO MATH STATISTIC