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Status已发表Published
TitleMulti-Period Mean-Variance Portfolio Optimization with High-Order Coupled Asset Dynamics
Creator
Date Issued2015
Source PublicationIEEE Transactions on Automatic Control
ISSN0018-9286
Volume60Issue:5Pages:1320-1335
Abstract

This paper is concerned with a multi-period portfolio management problem over a finite horizon. The objective is to seek the optimal investment policy series which maximizes the weighted sum of a linear combination of the expected return and the variance of portfolio over all the investment periods. This formulation enables the investor to adjust weights for any period and have full freedom and control over their best tradeoff between return and risk over each period. We show that such a problem is a convex quadratic programming problem in terms of the decision variables, regardless of price dynamic nature (either linear or nonlinear cases). By solving the stationary equation directly, an optimal solution is developed for its original problem without using embedding method. The solution is simplified for a general linear price model with high-order and coupled asset dynamics and shown to be implementable with historical price data. Simulation is carried out on USA and China stock markets with real data, which demonstrates feasibility and better performance of the proposed solution than the special case considered in the literature. In particular, the proposed solution with suitable nonzero weights on intermediate time periods offers higher return at the same risk level, compared with one involving the terminal wealth only in the objective function. © 1963-2012 IEEE.

KeywordCoupled asset dynamics Portfolio optimiation
DOI10.1109/TAC.2014.2370236
URLView source
Indexed BySCIE ; SSCI
Language英语English
WOS Research AreaAutomation & Control Systems ; Engineering
WOS SubjectAutomation & Control Systems ; Engineering, Electrical & Electronic
WOS IDWOS:000353508100011
Citation statistics
Cited Times:22[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/3749
CollectionResearch outside affiliated institution
Affiliation
1.State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, Zhejiang 310027, China
2.Department of Electrical and Computer Engineering, National University of Singapore, Singapore, 117583, Singapore
Recommended Citation
GB/T 7714
He, Jianping,Wang, Qingguo,Cheng, Penget al. Multi-Period Mean-Variance Portfolio Optimization with High-Order Coupled Asset Dynamics[J]. IEEE Transactions on Automatic Control, 2015, 60(5): 1320-1335.
APA He, Jianping, Wang, Qingguo, Cheng, Peng, Chen, Jiming, & Sun, Youxian. (2015). Multi-Period Mean-Variance Portfolio Optimization with High-Order Coupled Asset Dynamics. IEEE Transactions on Automatic Control, 60(5), 1320-1335.
MLA He, Jianping,et al."Multi-Period Mean-Variance Portfolio Optimization with High-Order Coupled Asset Dynamics". IEEE Transactions on Automatic Control 60.5(2015): 1320-1335.
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