An HMM approach for optimal investment of an insurer

被引:18
|
作者
Elliott, Robert J. [1 ,2 ]
Siu, Tak Kuen [3 ]
机构
[1] Univ Adelaide, Sch Math Sci, Adelaide, SA, Australia
[2] Univ Calgary, Haskayne Sch Business, Calgary, AB, Canada
[3] Macquarie Univ, Fac Business & Econ, Dept Actuarial Studies, Sydney, NSW 2109, Australia
基金
澳大利亚研究理事会;
关键词
optimal investment; insurance risk; model uncertainty; hidden Markov model; HJB dynamic programming; robust filters; VARIANCE PORTFOLIO SELECTION; MODEL UNCERTAINTY; ROBUST ESTIMATION; CONSUMPTION; PARAMETER; UTILITY; MARKET;
D O I
10.1002/rnc.1727
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we introduce a Hidden Markov Model (HMM) for studying an optimal investment problem of an insurer when model uncertainty is present. More specifically, the financial price and insurance risk processes are modulated by a continuous-time, finite-state, hidden Markov chain. The states of the chain represent different modes of the model. The HMM approach is viewed as a dynamic version of the Bayesian approach to model uncertainty. The optimal investment problem is formulated as a stochastic optimal control problem with partial observations. The innovations approach in the filtering theory is then used to transform the problem into one with complete observations. New robust filters of the chain and estimates of key parameters are derived. We discuss the optimal investment problem using the HamiltonJacobiBellman (HJB) dynamic programming approach and derive a closed-form solution in the case of an exponential utility and zero interest rate. Copyright (C) 2011 John Wiley & Sons, Ltd.
引用
收藏
页码:778 / 807
页数:30
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