Corrected phase-type approximations of heavy-tailed risk models using perturbation analysis

Onderzoeksoutput: Boek/rapportRapportAcademic

4 Citaties (Scopus)
62 Downloads (Pure)

Uittreksel

Numerical evaluation of ruin probabilities in heavy-tailed risk models is an important and challenging problem. In this paper, we construct very accurate approximations of the ruin probability that capture the tail behavior of the exact ruin probability and provide a small relative error. Motivated by statistical analysis, we assume that the claim sizes are a mixture of a phase-type and a heavy-tailed distribution, and with the aid of perturbation analysis we derive a series expansion for the ruin probability. Our proposed approximations consist of the first two terms of this series expansion, where the first term is a phase-type approximation of the ruin probability. We refer to our approximations collectively as corrected phase-type approximations. For a model for which the exact ruin probability can be calculated, we check the accuracy of the corrected phase-type approximations.
Originele taal-2Engels
Plaats van productieEindhoven
UitgeverijEurandom
Aantal pagina's20
StatusGepubliceerd - 2013

Publicatie series

NaamReport Eurandom
Volume2013001
ISSN van geprinte versie1389-2355

Vingerafdruk

Perturbation Analysis
Model Analysis
Ruin Probability
Approximation
Series Expansion
Probability of Ruin
Tail Behavior
Heavy-tailed Distribution
Term
Relative Error
Statistical Analysis
Evaluation
Model

Citeer dit

@book{f7b033d95e32473db07d0ba4cce52bdf,
title = "Corrected phase-type approximations of heavy-tailed risk models using perturbation analysis",
abstract = "Numerical evaluation of ruin probabilities in heavy-tailed risk models is an important and challenging problem. In this paper, we construct very accurate approximations of the ruin probability that capture the tail behavior of the exact ruin probability and provide a small relative error. Motivated by statistical analysis, we assume that the claim sizes are a mixture of a phase-type and a heavy-tailed distribution, and with the aid of perturbation analysis we derive a series expansion for the ruin probability. Our proposed approximations consist of the first two terms of this series expansion, where the first term is a phase-type approximation of the ruin probability. We refer to our approximations collectively as corrected phase-type approximations. For a model for which the exact ruin probability can be calculated, we check the accuracy of the corrected phase-type approximations.",
author = "E. Vatamidou and I.J.B.F. Adan and M. Vlasiou and B. Zwart",
year = "2013",
language = "English",
series = "Report Eurandom",
publisher = "Eurandom",

}

Corrected phase-type approximations of heavy-tailed risk models using perturbation analysis. / Vatamidou, E.; Adan, I.J.B.F.; Vlasiou, M.; Zwart, B.

Eindhoven : Eurandom, 2013. 20 blz. (Report Eurandom; Vol. 2013001).

Onderzoeksoutput: Boek/rapportRapportAcademic

TY - BOOK

T1 - Corrected phase-type approximations of heavy-tailed risk models using perturbation analysis

AU - Vatamidou, E.

AU - Adan, I.J.B.F.

AU - Vlasiou, M.

AU - Zwart, B.

PY - 2013

Y1 - 2013

N2 - Numerical evaluation of ruin probabilities in heavy-tailed risk models is an important and challenging problem. In this paper, we construct very accurate approximations of the ruin probability that capture the tail behavior of the exact ruin probability and provide a small relative error. Motivated by statistical analysis, we assume that the claim sizes are a mixture of a phase-type and a heavy-tailed distribution, and with the aid of perturbation analysis we derive a series expansion for the ruin probability. Our proposed approximations consist of the first two terms of this series expansion, where the first term is a phase-type approximation of the ruin probability. We refer to our approximations collectively as corrected phase-type approximations. For a model for which the exact ruin probability can be calculated, we check the accuracy of the corrected phase-type approximations.

AB - Numerical evaluation of ruin probabilities in heavy-tailed risk models is an important and challenging problem. In this paper, we construct very accurate approximations of the ruin probability that capture the tail behavior of the exact ruin probability and provide a small relative error. Motivated by statistical analysis, we assume that the claim sizes are a mixture of a phase-type and a heavy-tailed distribution, and with the aid of perturbation analysis we derive a series expansion for the ruin probability. Our proposed approximations consist of the first two terms of this series expansion, where the first term is a phase-type approximation of the ruin probability. We refer to our approximations collectively as corrected phase-type approximations. For a model for which the exact ruin probability can be calculated, we check the accuracy of the corrected phase-type approximations.

M3 - Report

T3 - Report Eurandom

BT - Corrected phase-type approximations of heavy-tailed risk models using perturbation analysis

PB - Eurandom

CY - Eindhoven

ER -