Abstract
In this paper, multidimensional credibility model with a type of dependence structures over risks and over time is considered. By means of the projection method, the inhomogeneous and homogeneous Bühlmann credibility estimators are obtained, which are extended to slightly more general versions. The inhomogeneous estimator can be expressed as the weighted sum of individual mean, overall sample mean and collective mean. In addition, the estimations of structural parameters are also investigated.
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References
Jewell W S, Multidimensional Credibility, Operations Research Center, Berkeley, 1973.
Bühlmann H and Gisler A, A Course in Credibility Theory and its Application, Springer, Netherlands, 2005.
Wen L M and Deng W L, The credibility models with equal correlation risks, Journal of Systems Science and Complexity, 2011, 24(3): 532–539.
Zhang Q, Wu L J, and Cui Q Q, The balanced credibility estimators with correlation risk and inflation factor, Statistical Papers, 2015, DOI 10.1007/s00362-015-0719-6.
Huang W Z and Wu X Y, The credibility premiums with dependence structure over risks and time horizon, Journal of Industrial and Management Optimization, 2015, 11(2): 365–380.
Englund M, Guillén M, Gustafsson J, et al., Multivariate latent risk: A credibility approach, Astin Bulletin, 2008, 38(1): 137–146.
Natacha B, Montserrat G, Michel D, et al., Bonus-malus scales in segmented tariffs with stochastic migration between segments, The Journal of Risk and Insurance, 2003, 70(4): 577–599.
Bolancé C, Guillén M, and Pinquet J, Time-varying credibility for frequency risk models: Estimation and tests for autoregressive specifications on the random effects, Insurance: Mathematics and Economics, 2003, 33(2): 273–282.
Purcaru O and Denuit M, On the dependence induced by frequency credibility models, Belgian Actuarial Bulletin, 2002, 2(1): 73–79.
Purcaru O and Denuit M, Dependence in dynamic claim frequency credibility models, Astin Bulletin, 2005, 33(1): 23–40.
Yeo K L and Valdez E A, Claim dependence with common effects in credibility models, Insurance: Mathematics and Economics, 2006, 38(3): 609–629.
Wen L M, Wu X Y, and Zhou X, The credibility premiums for models with dependence induced by common effects, Insurance: Mathematics and Economics, 2009, 44(1): 19–25.
Zhang Y and Wen L M, Multidimensional credibility models with random common effects, Journal of East China Normal University, 2010, 6: 156–167.
Ebrahimzadeh M, Ibrahim N A, Jemain A A, et al., Claim dependence induced by common effects in Hierarchical credibility models, Communications in Statistics — Theory and Methods, 2013, 42(18): 3373–3400.
Englund M, Gustafsson J, Nielsen J P, et al., Multidimensional credibility with time effects: An application to commercial business lines, The Journal of Risk and Insurance, 2009, 76: 443–453.
Rao R and Toutenburg H, Linear Models, Springer, New York, 1995.
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This research was supported by the National Natural Science Foundation of China under Grant No. 11271189 and the Scientific Research Innovation Project of Jiangsu Province under Grant No. KYZZ116 0175.
This paper was recommended for publication by Editor WANG Shouyang.
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Zhang, Q., Cui, Q. & Chen, P. Multidimensional credibility estimators with random common effects and time effects. J Syst Sci Complex 30, 1107–1120 (2017). https://doi.org/10.1007/s11424-017-5268-8
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DOI: https://doi.org/10.1007/s11424-017-5268-8