- Title: On dependence modelling of insurance claims
- Description: This research project concerns a comparison between different
approaches to modelling dependent stochastic variables which are
common in financial and actuarial applications. The main work involves
investigating the difference between modelling insurance claims using
multivariate credibility and copulas both from practical and
theoretical point of view. Direct applications include insurance
pricing where claims information related to multiple insurance
coverages of a specific customer (e.g. car, boat, house, etc.) can be
allowed to influence on each other. In such situations the claims
dependence between coverage is crucial and an efficient method for
modelling this dependence is of great interest for an insurance
company. A similar problem also arises in banking where customers can
have different loss inducing behaviour in correlated products such as
mortgage loans, credit cards and other (potentially loss making)
credit instruments. To carry out the project the student(s) should
have knowledge equivalent to the course on "Statistical modelling of
Multivariate Extremes"; see the home page of the course for more
information: http://www.maths.lth.se/matstat/kurser/fmsn15masm23/.
Litteratur:
Multivariate latent risk: A credibility approach
Astin Bulletin, 38(1), 137-146. 2008
Englund, M., Guillén, M., Gustafsson, J., Nielsen, L.H. & Nielsen, J.P.
Copula credibility for aggregate loss models
Insurance: Mathematics and Economics, Volume 38, Issue 2, 7 April 2006,
Pages 360-373
Edward W. Frees, Ping Wang
Copula-based regression models: A survey
Journal of Statistical Planning and Inference, Volume 139, Issue 11, 1
November 2009, Pages 3847-3856
Nikolai Kolev, Delhi Paiva
Applying copula models to individual claim loss reserving methods
Insurance: Mathematics and Economics, Volume 46, Issue 2, April 2010,
Pages 290-299
XiaoBing Zhao, Xian Zhou
Copula models for insurance claim numbers with excess zeros and time-dependence
Insurance: Mathematics and Economics, Volume 50, Issue 1, January 2012,
Pages 191-199
Xiaobing Zhao, Xian Zhou
Claim dependence with common effects in credibility models
Insurance: Mathematics and Economics, Volume 38, Issue 3, 15 June 2006,
Pages 609-629
Keng Leong Yeo, Emiliano A. Valdez
Multidimensional Credibility with Time Effects - An Application to
Commercial Business Lines The Journal of Risk and Insurance, 76(2),
443-453. 2009 Englund, M., Gustafsson, J., Nielsen, J. P. & Thuring,
F.
- Contact: Nader Tajvidi