Testing the Least-Squares Monte Carlo Method for the Evaluation of Capital Requirements in Life Insurance

被引:3
作者
Costabile, Massimo [1 ]
Viviano, Fabio [2 ]
机构
[1] Univ Calabria, Dept Econ Stat & Finance, Ponte Bui Ubo 0 C, I-87036 Arcavacata Di Rende, CS, Italy
[2] Univ Udine, Dept Econ & Stat, Via Tomadini 30-A, I-33100 Udine, UD, Italy
关键词
least squares Monte Carlo; Solvency capital requirements; value at risk; CONTRACTS; OPTIONS;
D O I
10.3390/risks8020048
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
In this paper, we test the efficiency of least-squares Monte Carlo method to estimate capital requirements in life insurance. We choose a simplified Gaussian evaluation framework where closed-form formulas are available and allow us to obtain solid benchmarks. Extensive numerical experiments were conducted by considering different combinations of simulation runs and basis functions, and the corresponding results are illustrated.
引用
收藏
页数:13
相关论文
共 42 条
[31]   Least squares Monte Carlo methods in stochastic Volterra rough volatility models [J].
Guerreiro, Henrique ;
Guerra, Joao .
JOURNAL OF COMPUTATIONAL FINANCE, 2022, 26 (03) :73-101
[32]   Neural networks meet least squares Monte Carlo at internal model data [J].
Jonen, Christian ;
Meyhoefer, Tamino ;
Nikolic, Zoran .
EUROPEAN ACTUARIAL JOURNAL, 2023, 13 (01) :399-425
[33]   Enhancing Least Squares Monte Carlo with diffusion bridges: an application to energy facilities [J].
Pellegrino, T. ;
Sabino, P. .
QUANTITATIVE FINANCE, 2015, 15 (05) :761-772
[34]   Monte Carlo Simulation Methods as an Estimation Tool for Capital Requirements in Financial Institutions [J].
Matuskova, Petra .
FINANCIAL MANAGEMENT OF FIRMS AND FINANCIAL INSTITUTIONS: 9TH INTERNATIONAL SCIENTIFIC CONFERENCE PROCEEDINGS, PTS I-III, 2013, :526-537
[35]   Natural gas storage valuation via least squares Monte Carlo and support vector regression [J].
Malyscheff A.M. ;
Trafalis T.B. .
Energy Systems, 2017, 8 (04) :815-855
[36]   Leave-one-out least squares Monte Carlo algorithm for pricing Bermudan options [J].
Woo, Jeechul ;
Liu, Chenru ;
Choi, Jaehyuk .
JOURNAL OF FUTURES MARKETS, 2024, 44 (08) :1404-1428
[37]   Accelerating the least-square Monte Carlo method with parallel computing [J].
Ching-Wen Chen ;
Kuan-Lin Huang ;
Yuh-Dauh Lyuu .
The Journal of Supercomputing, 2015, 71 :3593-3608
[38]   Investment Decision for Long-Term Battery Energy Storage System Using Least Squares Monte Carlo [J].
Shin, Kyungcheol ;
Lee, Jinyeong .
ENERGIES, 2024, 17 (09)
[39]   A simulation model for calculating solvency capital requirements for non-life insurance risk [J].
Alm, Jonas .
SCANDINAVIAN ACTUARIAL JOURNAL, 2015, 2015 (02) :107-123
[40]   Valuation of callable accreting interest rate swaps: Least squares Monte-Carlo method under Hull-White interest rate model [J].
Tang, Kin-Boon ;
Zheng, Wen-Jie ;
Lin, Chao-Yang ;
Lin, Shih-Kuei .
NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE, 2021, 56