Skip to main content
Log in

A Class of Chance Constrained Multi-objective Portfolio Selection Model Under Fuzzy Random Environment

  • Published:
Journal of Optimization Theory and Applications Aims and scope Submit manuscript

Abstract

This paper deals with a class of chance constrained portfolio selection problems in the fuzzy random decision making system. An integrated fuzzy random portfolio selection model with a chance constraint is proposed on the basis of the mean-variance model and the safety-first model. According to different definitions of chance, we consider two types of fuzzy random portfolio selection models: one is for the optimistic investors and the other is for the pessimistic investors. In order to deal with the fuzzy random models, we develop a few theorems on the variances of fuzzy random returns and the equivalent partitions of two types of chance constraints. We then transform the fuzzy random portfolio selection models into their equivalent crisp models. We further employ the ε-constraint method to obtain the efficient frontier. Finally, we apply the proposed models and approaches to the Chinese stock market as an illustration.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Markowitz, H.: Portfolio selection. J. Finance 7, 77–91 (1952)

    Article  Google Scholar 

  2. Markowitz, H.: Portfolio Selection: Efficient Diversification of Investments. Wiley, New York (1959)

    Google Scholar 

  3. Roy, A.D.: Safety-first and the holding of assets. Econometrics 20, 431–449 (1952)

    Article  MATH  Google Scholar 

  4. Telser, L.G.: Safety first and hedging. Rev. Econ. Stud. 23, 1–16 (1955)

    Article  Google Scholar 

  5. Briec, W., Riec, K., Kerstens, K., Lesourd, J.B.: Single-period Markowitz portfolio selection, performance gauging, and duality: a variation on the Luenberger shortage function. J. Optim. Theory Appl. 120, 1–27 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  6. Best, M.J., Hlouskova, J.: An algorithm for portfolio optimization with variable transaction costs, part 2: computational analysis. J. Optim. Theory Appl. 135, 531–547 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  7. Li, Z.F., Yang, H., Deng, X.T.: Optimal dynamic portfolio selection with earnings-at-risk. J. Optim. Theory Appl. 132, 459–473 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  8. Tadeusz, S.: Selection of supply portfolio under disruption risks. Omega 39, 194–208 (2011)

    Article  Google Scholar 

  9. Zadeh, L.A.: Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets Syst. 1, 3–28 (1978)

    Article  MathSciNet  MATH  Google Scholar 

  10. Sakawa, K.: Fuzzy Sets and Interactive Multiobjective Optimization. Plenum, New York (1993)

    MATH  Google Scholar 

  11. Ramaswamy, S.: Portfolio selection using fuzzy decision theory. Working paper of Bank for International Settlements (1998)

  12. Leon, T., Liern, V., Vercher, E.: Viability of infeasible portfolio selection problem: a fuzzy approach. Eur. J. Oper. Res. 139, 178–189 (2002)

    Article  MATH  Google Scholar 

  13. Ostermask, R.: A fuzzy control model (FCM) for dynamic portfolio management. Fuzzy Sets Syst. 78, 243–254 (1998)

    Article  Google Scholar 

  14. Tanaka, H., Guo, P., Trksen, I.B.: Portfolio selection based on fuzzy probabilities and possibility distributions. Fuzzy Sets Syst. 111, 387–397 (2000)

    Article  MATH  Google Scholar 

  15. Watada, J.: Fuzzy Portfolio Model for Decision Making in Investment. Physica, Heidelberg (2001)

    Google Scholar 

  16. Katagiri, H., Ishii, H.: Fuzzy portfolio selection problem. In: IEEE SMC-99 Conference Proceedings, vol. 3, pp. 973–978 (1999)

    Google Scholar 

  17. Xu, J., Zhou, X., Wu, D.D.: Portfolio selection using λ mean and hybrid entropy. Ann. Oper. Res. (2009). Online first

  18. Inuiguchi, M., Tanino, T.: Portfolio selection under independent possibilistic information. Fuzzy Sets Syst. 115, 83–92 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  19. Dubois, D., Prade, H.: Possibility Theory: An Approach to Computerized Processing of Uncertainty. Plenum, New York (1988)

    MATH  Google Scholar 

  20. Puri, M.L., Ralescu, D.A.: Fuzzy random variables. J. Math. Anal. Appl. 114, 409–422 (1986)

    Article  MathSciNet  MATH  Google Scholar 

  21. Luhandjula, M.K., Gupta, M.M.: On fuzzy stochastic optimization. Fuzzy Sets Syst. 81, 41–55 (1996)

    Article  MathSciNet  Google Scholar 

  22. Liu, B.: Fuzzy random chance-constraint programming. IEEE Trans. Fuzzy Syst. 9, 713–720 (2001)

    Article  Google Scholar 

  23. Feng, Y., Hu, L., Shu, H.: The variance and covariance of fuzzy random variables and their applications. Fuzzy Sets Syst. 120, 487–497 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  24. Korner, R.: On the variance of fuzzy random variables. Fuzzy Sets Syst. 92, 83–93 (1997)

    Article  MathSciNet  Google Scholar 

  25. Li, J., Xu, J.P.: A novel portfolio selection model in a hybrid uncertain environment. Omega 37, 439–449 (2009)

    Article  Google Scholar 

  26. Wismer, D.A., Haimes, Y.Y., Lason, L.S.: On bicriterion formulation of the integrated systems identification and system optimization. IEEE Trans. Syst. Man Cybern. A 1, 296–297 (1971)

    Article  MATH  Google Scholar 

  27. Chankong, V., Haimes, Y.: Multiobjectve Decision Making Theory and Methodology. Elsevier, New York (1983)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jiuping Xu.

Additional information

Communicated by Kyung K. Choi.

This research was supported by the Key Program of NSFC (Grant No. 70831005) and the National Science Foundation for Distinguished Young Scholars, P.R. China (Grant No. 70425005).

Rights and permissions

Reprints and permissions

About this article

Cite this article

Xu, J., Zhou, X. & Li, S. A Class of Chance Constrained Multi-objective Portfolio Selection Model Under Fuzzy Random Environment. J Optim Theory Appl 150, 530–552 (2011). https://doi.org/10.1007/s10957-011-9852-0

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10957-011-9852-0

Keywords

Navigation