RISK CLASSIFICATION FOR CLAIM COUNTS: A COMPARATIVE ANALYSIS OF VARIOUS ZERO-INFLATED MIXED POISSON AND HURDLE MODELS

被引:69
作者
Boucher, Jean-Philippe [1 ]
Denuit, Michel [2 ]
Guillen, Montserrat [3 ]
机构
[1] Univ Quebec Montreal, Dept Math, 201 Ave President Kennedy, Montreal, PQ H2X 3Y7, Canada
[2] Univ Catholic Louvain, Inst Sci Actuarielles, B-1348 Louvain, Belgium
[3] Univ Barcelona, Dept Econometr, E-08034 Barcelona, Spain
关键词
D O I
10.1080/10920277.2007.10597487
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This paper presents and compares different risk classification models for the annual number of claims reported to the insurer. Generalized heterogeneous, zero-inflated, hurdle, and compound frequency models are applied to a sample of an automobile portfolio of a major company operating in Spain. A statistical comparison between models is performed with the help of various specification tests (Score and Hausman tests for nested models, Vuong test or information criteria for nonnested ones). Interesting results about claiming behavior are obtained.
引用
收藏
页码:110 / 131
页数:22
相关论文
共 48 条
[41]  
Silva JMCS, 2001, J ECONOMETRICS, V104, P67
[42]  
TREMBLAY L., 1992, ASTIN BULL, V22, P97
[43]   LIKELIHOOD RATIO TESTS FOR MODEL SELECTION AND NON-NESTED HYPOTHESES [J].
VUONG, QH .
ECONOMETRICA, 1989, 57 (02) :307-333
[44]  
Willmot G. E., 1987, SCANDINAVIAN ACTUARI, V87, P113, DOI 10.1080/03461238.1987.10413823
[45]   A NEW APPROACH FOR MODELING ECONOMIC COUNT DATA [J].
WINKELMANN, R ;
ZIMMERMANN, KF .
ECONOMICS LETTERS, 1991, 37 (02) :139-143
[46]  
WINKELMANN R., 2003, ECONOMETRIC COUNT DA
[47]  
Winkelmann R., 1995, J ECON SURV, V9, P1, DOI 10.1111/j.1467-6419.1995.tb00108.x
[48]   On modeling claim frequency data in general insurance with extra zeros [J].
Yip, KCH ;
Yau, KKW .
INSURANCE MATHEMATICS & ECONOMICS, 2005, 36 (02) :153-163