Robust time-consistent mean-variance portfolio selection problem with multivariate stochastic volatility

被引:11
|
作者
Yan, Tingjin [1 ]
Han, Bingyan [1 ]
Pun, Chi Seng [2 ]
Wong, Hoi Ying [1 ]
机构
[1] Chinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R China
[2] Nanyang Technol Univ, Sch Phys & Math Sci, Singapore, Singapore
关键词
Time-inconsistency; Dominated model uncertainty; Mean-variance portfolio selection; Stochastic covariance matrix; Principal component stochastic volatility model; Hamilton-Jacobi-Bellman-Isaacs equations; OPTIMAL INVESTMENT; REINSURANCE; OPTIMIZATION; CONSUMPTION; EQUATIONS; INSURERS; RULES; RISK;
D O I
10.1007/s11579-020-00271-0
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This paper solves for the robust time-consistent mean-variance portfolio selection problem on multiple risky assets under a principle component stochastic volatility model. The model uncertainty is introduced to the drifts of the risky assets prices and the stochastic eigenvalues of the covariance matrix of asset returns. Using an extended dynamic programming approach, we manage to derive a semi-closed form solution of the desired portfolio via the solution to a coupled matrix Riccati equation. We provide the conditions, under which we prove the existence and the boundedness of the solution to the coupled matrix Riccati equation and derive the value function of the control problem. Moreover, we conduct numerical and empirical studies to perform sensitivity analyses and examine the losses due to ignoring model uncertainty or volatility information.
引用
收藏
页码:699 / 724
页数:26
相关论文
共 50 条
  • [31] Dynamic cointegrated pairs trading: Mean-variance time-consistent strategies
    Chiu, Mei Choi
    Wong, Hoi Ying
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2015, 290 : 516 - 534
  • [32] Optimal time-consistent investment and reinsurance policies for mean-variance insurers
    Zeng, Yan
    Li, Zhongfei
    [J]. INSURANCE MATHEMATICS & ECONOMICS, 2011, 49 (01): : 145 - 154
  • [33] Mean-variance portfolio and contribution selection in stochastic pension funding
    Josa-Fombellida, Ricardo
    Rincon-Zapatero, Juan Pablo
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 187 (01) : 120 - 137
  • [34] Dynamic mean-variance portfolio selection based on stochastic benchmark
    Wang, Xiu-Guo
    Wang, Yi-Dong
    [J]. Kongzhi yu Juece/Control and Decision, 2014, 29 (03): : 499 - 505
  • [35] Distributionally Robust Mean-Variance Portfolio Selection with Wasserstein Distances
    Blanchet, Jose
    Chen, Lin
    Zhou, Xun Yu
    [J]. MANAGEMENT SCIENCE, 2022, 68 (09) : 6382 - 6410
  • [36] Mean-variance and mean-semivariance portfolio selection: a multivariate nonparametric approach
    Ben Salah, Hanen
    De Gooijer, Jan G.
    Gannoun, Ali
    Ribatet, Mathieu
    [J]. FINANCIAL MARKETS AND PORTFOLIO MANAGEMENT, 2018, 32 (04) : 419 - 436
  • [37] TIME-CONSISTENT STRATEGY FOR A MULTI-PERIOD MEAN-VARIANCE ASSET-LIABILITY MANAGEMENT PROBLEM WITH STOCHASTIC INTEREST RATE
    Bian, Lihua
    Li, Zhongfei
    Yao, Haixiang
    [J]. JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2021, 17 (03) : 1383 - 1410
  • [38] Continuous-Time Mean-Variance Portfolio Selection Problem with Ho-Lee Stochastic Interest Rates
    Lin, Chuangwei
    Zeng, Li
    [J]. PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON APPLIED MATHEMATICS, MODELING AND SIMULATION (AMMS 2017), 2017, 153 : 20 - 26
  • [39] Optimal mean-variance portfolio selection
    Pedersen, Jesper Lund
    Peskir, Goran
    [J]. MATHEMATICS AND FINANCIAL ECONOMICS, 2017, 11 (02) : 137 - 160
  • [40] Behavioral mean-variance portfolio selection
    Bi, Junna
    Jin, Hanging
    Meng, Qingbin
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2018, 271 (02) : 644 - 663