Predictive Control of Investment Portfolio on the Financial Market with Hidden Regime Switching and MS VAR Model of Returns

被引:1
作者
Pashinskaya, T. Yu [1 ]
Dombrovskii, V. V. [1 ]
机构
[1] Tomsk State Univ, Tomsk 634050, Russia
关键词
investment portfolio; predictive control; Markov switching vector autoregression; hidden Markov chain; OPTIMIZATION;
D O I
10.1134/S0005117921050088
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the problem of managing an investment portfolio in the financial market with switching of regimes taking into account constraints on the volume of investments and loans. It is assumed that the returns on risky assets are described by a vector autoregressive model with hidden regime switching (Markov Switching Vector Autoregression, MS VAR). The EM algorithm is used to estimate the parameters. The results of numerical modeling using real data of the Russian stock market are presented.
引用
收藏
页码:841 / 852
页数:12
相关论文
共 13 条
[1]   Portfolio optimization with Markov-modulated stock prices and interest rates [J].
Bäuerle, N ;
Rieder, U .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2004, 49 (03) :442-447
[2]   A generalized multi-period mean-variance portfolio optimization with Markov switching parameters [J].
Costa, Oswaldo L. V. ;
Araujo, Michael V. .
AUTOMATICA, 2008, 44 (10) :2487-2497
[3]   Model predictive control design for constrained Markov jump bilinear stochastic systems with an application in finance [J].
Dombrovskii, Vladimir ;
Pashinskaya, Tatiana .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2020, 51 (16) :3269-3284
[4]   Model predictive control of constrained Markovian jump nonlinear stochastic systems and portfolio optimization under market frictions [J].
Dombrovskii, Vladimir ;
Obyedko, Tatiana ;
Samorodova, Maria .
AUTOMATICA, 2018, 87 :61-68
[5]  
Dombrovskiy VV, 2004, KORUS 2004, VOL 3, PROCEEDINGS, P202
[6]  
Elliott R., 1995, HIDDEN MARKOV MODELS
[7]  
Holst U., 1994, Journal of Time Series Analysis, V15, P489
[8]   Log Mean-Variance Portfolio Selection Under Regime Switching [J].
Ishijima H. ;
Uchida M. .
Asia-Pacific Financial Markets, 2011, 18 (2) :213-229
[9]  
Krolzig H. M., 1997, Lecture Notes in Economics and Mathematical Systems
[10]   Portfolio selection in a two-regime world [J].
Levy, Moshe ;
Kaplanski, Guy .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 242 (02) :514-524