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On Parameter Estimation in Hierarchical Credibility

Published online by Cambridge University Press:  09 August 2013

Hassine Belhadj
Affiliation:
École d'actuariat, Pavillon Alexandre-Vachon, 1045, avenue de la Médecine, Université Laval, Québec (QC) G1V 0A6, Canada, Email: [email protected]
Vincent Goulet
Affiliation:
École d'actuariat, Pavillon Alexandre-Vachon, 1045, avenue de la Médecine, Université Laval, Québec (QC) G1V 0A6, Canada, Email: [email protected]
Tommy Ouellet
Affiliation:
Morneau Sobeco, Tour de la Bourse – Place Victoria, 800 rue du Square-Victoria, bureau 4000, C.P. 211, Montréal (QC) - H4Z 0A4, Email: [email protected]

Abstract

One can find in the literature three main sets of estimators for the variance components in the hierarchical credibility model. This paper presents these estimators in a unified notation, studies some of their properties important for numerical evaluation and compares their relative performance by simulation. The paper also demonstrates how function cm of the R package actuar can be used to fit hierarchical models to insurance data.

Type
Research Article
Copyright
Copyright © International Actuarial Association 2009

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References

Bühlmann, H. (1967) Experience rating and credibility. ASTIN Bulletin 4, 199207.Google Scholar
Bühlmann, H. (1969) Experience rating and credibility. ASTIN Bulletin 5, 157165.Google Scholar
Bühlmann, H. and Gisler, A. (2005) A Course in Credibility Theory and its Applications. Springer.Google Scholar
Bühlmann, H. and Jewell, W. S. (1987) Hierarchical credibility revisited. Bulletin of the Swiss Association of Actuaries 87, 3554.Google Scholar
Bühlmann, H. and Straub, E. (1970) Glaubwürdigkeit für [S]chadensätze. Bulletin of the Swiss Association of Actuaries 70, 111133.Google Scholar
Dannenburg, D.R., Kaas, R. and Goovaerts, M.J. (1996) Practical Actuarial Credibility Models. Ceuterick, Leuven.Google Scholar
Daykin, C., Pentikäinen, T. and Pesonen, M. (1994) Practical Risk Theory for Actuaries. Chapman & Hall, London.Google Scholar
De Vylder, F. (1978) Parameter estimation in credibility theory. ASTIN Bulletin 10, 99112.Google Scholar
De Vylder, F. and Goovaerts, M.J. (1992) Optimal parameter estimation under zero-excess assumptions in the Bühlmann-Straub model. Insurance: Mathematics and Economics 11, 167171.Google Scholar
Dubey, A. and Gisler, A. (1981) On parameter estimation in credibility. Bulletin of the Swiss Association of Actuaries 81, 187211.Google Scholar
Dutang, C., Goulet, V. and Pigeon, M. (2008) actuar: An R package for actuarial science. Journal of Statistical Software 25(7). URL http://www.jstatsoft.org/v25/i07 Google Scholar
Forgues, A., Goulet, V. and Lu, J. (2006) Credibility for severity revisited. North American Actuarial Journal 10(1), 4962.Google Scholar
Gerber, H.U. (1979) An Introduction to Mathematical Risk Theory. Huebner Foundation, Philadelphia.Google Scholar
Goovaerts, M.J. and Hoogstad, W.J. (1987) Credibility Theory. No. 4 in Surveys of actuarial studies. Nationale-Nederlanden N.V., Netherlands.Google Scholar
Goovaerts, M.J., Kaas, R., van Heerwaarden, A.E. and Bauwelinckx, T. (1990) Effective Actuarial Methods. North-Holland, Amsterdam.Google Scholar
Goulet, V. (1998a) A note on optimal parameter estimation under zero-excess assumptions. Insurance: Mathematics and Economics 23, 111117.Google Scholar
Goulet, V. (1998b) Principles and application of credibility theory. Journal of Actuarial Practice 6, 562.Google Scholar
Goulet, V. and Pouliot, L.-P. (2008) Simulation of compound hierarchical models in R. North American Actuarial Journal 12, 401412.Google Scholar
Hachemeister, C.A. (1975) Credibility for regression models with application to trend. In: Credibility, theory and applications. Proceedings of the Berkeley actuarial research conference on credibility. Academic Press, New York.Google Scholar
Hewitt, C.C. (1971) Credibility for severity. Proceedings of the Casualty Actuarial Society 57, 148171.Google Scholar
Jewell, WS. (1975) The use of collateral data in credibility theory: A hierarchical model. Giornale dell'Istituto Italiano degli Attuari 38, 116.Google Scholar
Ohlsson, E., 2005. Simplified estimation of structure parameters in hierarchical credibility, presented at the Zurich ASTIN Colloquium. URL http://www.actuaries.org/ASTIN/Colloquia/Zurich/Ohlsson.pdf Google Scholar
R Development Core Team (2009) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. URL http://www.r-project.org Google Scholar