Abstract:
Building reserves for outstanding liabilities is an important issue in the nancial statement of any insurance company. In this paper we present a new model for delay in claim settlement and to predict IBNR (incurred but not reported) claims. The modelling is based on a data set of a portfolio of car liability data, which describes the claim settlement of a car insurance portfolio. The data consists of about 5 000 realisations of claims, all of which incurred in 1985 and were followed until the end of 1993. In our model, the total claim amount process (S(t)) t0 is described by a Poisson shot noise model, i.e. S(t) = N(t)
Citations
|
4415
|
Maximum Likelihood from Incomplete Data via the EM Algorithm
– Dempster, Laird, et al.
- 1977
|
|
2148
|
tutorial on hidden Markov models and selected applications in speech recognition
– Rabiner, “A
- 1989
|
|
1353
|
Probability and Measure
– Billingsley
- 1995
|
|
516
|
The EM Algorithm and Extensions
– McLachlan, Krishnan
- 1997
|
|
424
|
A maximization technique occurring in the statistical analysis of probabilistic functions of Markov chains
– Baum, Petrie, et al.
- 1970
|
|
305
|
Mixture Models: Inference and Applications to Clustering
– McLachlan, Basford
- 1988
|
|
255
|
Theory of Point Estimation
– Lehmann
- 1983
|
|
179
|
On the Convergence Properties of the EM Algorithm
– Wu
- 1983
|
|
96
|
A The Life-Cycle distributional
– Falkingham, Johnson
|
|
64
|
Hidden Markov and Other Models for Discrete-valued Time Series
– MacDonald, Zucchini
- 1997
|
|
59
|
Finding the Observed Information Matrix When Using EM Algorithm
– Louis
- 1982
|
|
37
|
Hidden Markov Models: Estimation and Control
– Elliott, Aggoun, et al.
- 2006
|
|
13
|
Explosive Poisson shot noise processes with application to risk reserves
– Kluppelberg, Mikosch
- 1995
|
|
5
|
Standard errors for EM estimation
– Jamshidian, Jennrich
- 1997
|
|
3
|
Claim Reserving in Non-Life Insurance
– Taylor
- 1986
|
|
2
|
Delay in claim settlement and ruin probability approximations
– Kluppelberg, Mikosch
- 1995
|
|
2
|
Regular variation in the mean and stable limits for Poisson shot noise. Bernoulli, to appear. Available at http: www-m4.mathematik.tu-muenchen.de/m4/Papers
– Kluppelberg, Mikosch, et al.
- 2001
|
|
1
|
Predicting IBNYR events and delays | I. continuous time
– Jewell
- 1989
|
|
1
|
Predicting IBNYR events and delays | II. discrete time
– Jewell
- 1990
|
|
1
|
A missing information principle: theroy and application
– Orchard, Woodbury
- 1972
|
|
1
|
Modelling Delay in Claim Settlement: Estimation and Prediction of IBNR claims
– Severin
- 2001
|