Title :
Dynamic mean-variance portfolio optimization with noshorting constraint and correlated returns
Author :
Chong Wei ; Jianjun Gao
Author_Institution :
Dept. of Autom., Shanghai Jiao Tong Univ., Shanghai, China
Abstract :
Rich empirical evidence shows the dependent relationship of the returns of risky assets between different time periods. However, current literature on the dynamic portfolio optimization model mainly adopts the assumption of independence of the returns. Due to the regulation of the financial market, the restriction of the short-selling is another indispensable factor in the portfolio management model. In this work, we study the discrete time dynamic mean-variance portfolio optimization model with noshorting constraint and the correlated returns of the risky assets. We adopt a formulation with a general structure of correlation, which enables us to better matching our model with real markets. By using the stochastic dynamic programming, we solve the problem analytically and derive the explicit portfolio policy, which is a piecewise affine function of the current wealth.
Keywords :
asset management; discrete time systems; investment; stochastic programming; stock markets; correlated return; discrete time dynamic mean-variance portfolio optimization model; dynamic portfolio optimization model; financial market; noshorting constraint; piecewise affine function; portfolio management model; portfolio policy; real market; risky asset; short-selling; stochastic dynamic programming; Computational modeling; Correlation; Dynamic programming; Investment; Optimization; Portfolios; Stochastic processes; Constrained Dynamic Programming; Mean-Variance; Noshorting Constraint; Portfolio Optimization;
Conference_Titel :
Control and Decision Conference (CCDC), 2015 27th Chinese
Conference_Location :
Qingdao
Print_ISBN :
978-1-4799-7016-2
DOI :
10.1109/CCDC.2015.7162075