Mean-risk model for portfolio selection with uncertain returns

The mean-variance model proposed by Markowitz has received greatly acceptance as a practical methodology to manage portfolio selection, and has been widely extended in a variety of literatures. The aim of this paper is to extend the mean-variance model in uncertain decision systems. We present a new mean-TVaR model for portfolio selection when the returns of securities are described as uncertain variables. When the returns of the securities are characterized as some special uncertain variables such as linear uncertain variables, zigzag uncertain variables and normal uncertain variables, we employ the formulas of mean and TVaR to turn the mean-TVaR model to its equivalent problem. Since the crisp equivalent model is a linear programming, it can be solved by some convenient optimization algorithms such as interior point algorithm and simplex algorithm, or directly by some optimization software. Finally, we present a portfolio selection problem of fermenting foods to demonstrate the modeling idea and the eectiveness of the method.

[1]  Xiaoxia Huang,et al.  Mean-variance models for portfolio selection subject to experts' estimations , 2012, Expert Syst. Appl..

[2]  Baoding Liu,et al.  Uncertainty Theory - A Branch of Mathematics for Modeling Human Uncertainty , 2011, Studies in Computational Intelligence.

[3]  Enriqueta Vercher,et al.  A multi-objective genetic algorithm for cardinality constrained fuzzy portfolio selection , 2012, Fuzzy Sets Syst..

[4]  Qun Zhang,et al.  Optimal multinational capital budgeting under uncertainty , 2011, Comput. Math. Appl..

[5]  X. Chen,et al.  Existence and uniqueness theorem for uncertain differential equations. Fuzzy Optim Decis Making , 2010 .

[6]  Hossein Nezamabadi-pour,et al.  GSA: A Gravitational Search Algorithm , 2009, Inf. Sci..

[7]  Liu Yian-Kui,et al.  Random fuzzy programming with chance measures defined by fuzzy integrals , 2002 .

[8]  Jonas Schmitt Portfolio Selection Efficient Diversification Of Investments , 2016 .

[9]  Xiaoxia Huang,et al.  Mean-risk model for uncertain portfolio selection , 2011, Fuzzy Optim. Decis. Mak..

[10]  A. Stuart,et al.  Portfolio Selection: Efficient Diversification of Investments , 1959 .

[11]  Xin Gao Some Properties of Continuous Uncertain Measure , 2009, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[12]  Jian Zhou,et al.  Modeling capacitated location-allocation problem with fuzzy demands , 2007, Comput. Ind. Eng..

[13]  Jinwu Gao,et al.  Fuzzy multilevel programming with a hybrid intelligent algorithm , 2005 .

[14]  Jinwu Gao,et al.  N-person credibilistic strategic game , 2010, Frontiers of Computer Science in China.

[15]  Jinwu Gao,et al.  Transmission Line Maintenance Scheduling Considering both Randomness and Fuzziness , 2011 .

[16]  Wei-Guo Zhang Possibilistic mean-standard deviation models to portfolio selection for bounded assets , 2007, Appl. Math. Comput..

[17]  Ting-Li Lin,et al.  A semi-variance portfolio selection model for military investment assets , 2011, Expert Syst. Appl..

[18]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[19]  Jinwu Gao,et al.  Credibilistic Game with Fuzzy Information , 2007 .

[20]  Xiaoxia Huang,et al.  Fuzzy chance-constrained portfolio selection , 2006, Appl. Math. Comput..

[21]  Baoding Liu,et al.  Uncertainty Theory - A Branch of Mathematics for Modeling Human Uncertainty , 2011, Studies in Computational Intelligence.

[22]  Baoding Liu Fuzzy Process, Hybrid Process and Uncertain Process , 2008 .

[23]  Stan Uryasev,et al.  Conditional Value-at-Risk: Optimization Approach , 2001 .

[24]  Xinli Zhang,et al.  Mean-CVaR Models for Fuzzy Portfolio Selection , 2010, 2010 International Conference on Intelligent System Design and Engineering Application.

[25]  X. Chen,et al.  Existence and uniqueness theorem for uncertain differential equations , 2010, Fuzzy Optim. Decis. Mak..

[26]  Kin Keung Lai,et al.  Neural network-based mean-variance-skewness model for portfolio selection , 2008, Comput. Oper. Res..

[27]  R. Rockafellar,et al.  Optimization of conditional value-at risk , 2000 .

[28]  Jinwu Gao,et al.  COALITIONAL GAME WITH FUZZY PAYOFFS AND CREDIBILISTIC SHAPLEY VALUE , 2011 .

[29]  Xiang Li,et al.  Mean-variance-skewness model for portfolio selection with fuzzy returns , 2010, Eur. J. Oper. Res..

[30]  Zhiming Zhang Some discussions on uncertain measure , 2011, Fuzzy Optim. Decis. Mak..

[31]  Shiang-Tai Liu,et al.  The mean-absolute deviation portfolio selection problem with interval-valued returns , 2011, J. Comput. Appl. Math..

[32]  Amelia Bilbao-Terol,et al.  Fuzzy compromise programming for portfolio selection , 2006, Appl. Math. Comput..