A review on phase-type distributions and their use in risk theory

被引:50
|
作者
Bladt, Mogens [1 ]
机构
[1] Univ Nacl Autonoma Mexico, IIMAS, Mexico City 01000, DF, Mexico
来源
ASTIN BULLETIN | 2005年 / 35卷 / 01期
关键词
phase-type distribution; ruin probability; EM-algorithm; Markov chain Monte Carlo;
D O I
10.1017/S0515036100014100
中图分类号
F [经济];
学科分类号
02 ;
摘要
Phase-type distributions, defined as the distributions of absorption times of certain Markov jump processes, constitute a class of distributions on the positive real axis which seems to strike a balance between generality and tractability. Indeed, any positive distribution may be approximated arbitrarily closely by phase-type distributions whereas exact solutions to many complex problems in stochastic modeling can be obtained either explicitly or numerically. In this paper we introduce phase-type distributions and retrieve some of their basic properties through appealing probabilistic arguments which, indeed, constitute their main feature of being mathematically tractable. This is illustrated in an example where we calculate the ruin probability for a rather general class of surplus processes where the premium rate is allowed to depend on the current reserve and where claims sizes are assumed to be of phase-type. Finally we discuss issues concerning statistical inference for phase-type distributions and related functionals such as e.g. a ruin probability.
引用
收藏
页码:145 / 161
页数:17
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