A multivariate 4/2 stochastic covariance model: properties and applications to portfolio decisions

被引:4
作者
Cheng, Yuyang [1 ]
Escobar-Anel, Marcos [1 ]
机构
[1] Univ Western Ontario, Dept Stat & Actuarial Sci, London, ON, Canada
关键词
Stochastic covariance process; 4/2 stochastic volatility model; Stochastic co-volatility movements; Characteristic function; Expected utility theory; Verification theorem; VOLATILITY MODEL; HESTON; RISK;
D O I
10.1080/14697688.2022.2160936
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This paper introduces a multivariate 4/2 stochastic covariance process generalizing the one-dimensional counterparts presented in [Grasselli, M., The 4/2 stochastic volatility model: A unified approach for the Heston and the 3/2 model. Math. Finance, 2017, 27(4), 1013-1034]. Our construction permits stochastic correlation not only among stocks but also among volatilities, also known as co-volatility movements, both driven by more convenient 4/2 stochastic structures. The parametrization is flexible enough to separate these types of correlation, permitting their individual study. Conditions for proper changes of measure and closed-form characteristic functions under risk-neutral and historical measures are provided, allowing for applications of the model to risk management and derivative pricing. We apply the model to an expected utility theory problem in incomplete markets. Our analysis leads to closed-form solutions for the optimal allocation and value function. Conditions are provided for well-defined solutions together with a verification theorem. Our numerical analysis highlights and separates the impact of key statistics on equity portfolio decisions, in particular, volatility, correlation, and co-volatility movements, with the latter being the least important in an incomplete market.
引用
收藏
页码:497 / 519
页数:23
相关论文
共 24 条
  • [1] Maximum likelihood estimation of stochastic volatility models
    Ait-Sahalia, Yacine
    Kimmel, Robert
    [J]. JOURNAL OF FINANCIAL ECONOMICS, 2007, 83 (02) : 413 - 452
  • [2] International asset allocation with regime shifts
    Ang, A
    Bekaert, G
    [J]. REVIEW OF FINANCIAL STUDIES, 2002, 15 (04) : 1137 - 1187
  • [3] Bain A., 2007, LECT NOTES
  • [4] Baldeaux J., 2013, Functionals of multidimensional diffusions with applications to finance, V5
  • [5] Bali C.A., 2000, J EMPIR FINANC, V7, P373, DOI DOI 10.1016/S0927-5398(00)00017-7
  • [6] Correlation Risk and Optimal Portfolio Choice
    Buraschi, Andrea
    Porchia, Paolo
    Trojani, Fabio
    [J]. JOURNAL OF FINANCE, 2010, 65 (01) : 393 - 420
  • [7] Robust portfolio choice under the 4/2 stochastic volatility model
    Cheng, Yuyang
    Escobar-Anel, Marcos
    [J]. IMA JOURNAL OF MANAGEMENT MATHEMATICS, 2023, 34 (01) : 221 - 256
  • [8] Optimal investment strategy in the family of 4/2 stochastic volatility models
    Cheng, Yuyang
    Escobar-Anel, Marcos
    [J]. QUANTITATIVE FINANCE, 2021, 21 (10) : 1723 - 1751
  • [9] Generalized Mean-Reverting 4/2 Factor Model
    Cheng, Yuyang
    Escobar-Anel, Marcos
    Gong, Zhenxian
    [J]. JOURNAL OF RISK AND FINANCIAL MANAGEMENT, 2019, 12 (04)
  • [10] Christodoulakis G., 2001, WP0105