Global Optimization for Automatic Model Points Selection in Life Insurance Portfolios

被引:0
作者
Ferreiro, Ana M. [1 ,2 ]
Ferri, Enrico [1 ]
Garcia, Jose A. [1 ,2 ]
Vazquez, Carlos [1 ,2 ]
机构
[1] Univ A Coruna, Dept Math, Campus Elvina, La Coruna 15071, Spain
[2] CITIC, Campus Elvina, La Coruna 15071, Spain
基金
欧盟地平线“2020”;
关键词
model points portfolio; risk management; risk functional; hybrid optimization algorithms; LIBOR market model; Monte Carlo simulation;
D O I
10.3390/math9050472
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Starting from an original portfolio of life insurance policies, in this article we propose a methodology to select model points portfolios that reproduce the original one, preserving its market risk under a certain measure. In order to achieve this goal, we first define an appropriate risk functional that measures the market risk associated to the interest rates evolution. Although other alternative interest rate models could be considered, we have chosen the LIBOR (London Interbank Offered Rate) market model. Once we have selected the proper risk functional, the problem of finding the model points of the replicating portfolio is formulated as a problem of minimizing the distance between the original and the target model points portfolios, under the measure given by the proposed risk functional. In this way, a high-dimensional global optimization problem arises and a suitable hybrid global optimization algorithm is proposed for the efficient solution of this problem. Some examples illustrate the performance of a parallel multi-CPU implementation for the evaluation of the risk functional, as well as the efficiency of the hybrid Basin Hopping optimization algorithm to obtain the model points portfolio.
引用
收藏
页码:1 / 19
页数:19
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