Skip to main content
Log in

Intuitionistic fuzzy optimistic and pessimistic multi-period portfolio optimization models

  • Methodologies and Application
  • Published:
Soft Computing Aims and scope Submit manuscript

Abstract

There are myriad works that deal with the fuzzy multi-period portfolio selection problem, but when we talk about multi-period portfolio selection in an intuitionistic fuzzy realm, to the best of our knowledge, there is no research work that deals with the same. So, to fill this research gap, we propose an intuitionistic fuzzy multi-period portfolio selection model with the objectives of maximization of the terminal wealth and minimization of the cumulative risk subject to several realistic constraints such as complete capital utilization, no short selling, fixed transaction costs for buying and selling, bounds on the desired returns of each period, cardinality constraint, and bounds on the minimal and the maximal proportion of the capital allocated to an asset. The membership and non-membership of the objectives are modeled using their extreme values. The proposed approach provides avenues for the inclusion and minimization of the hesitation degree into decision making, thereby resulting in a significantly better portfolio. Parameters \(\theta _W\) and \(\theta _{Va}\) are used to introduce the hesitation in the model, and, based on their values, the model is further categorized into optimistic and pessimistic intuitionistic fuzzy multi-period portfolio selection models for optimistic and pessimistic investors, respectively. The max–min approach is used to solve the proposed models. Furthermore, a numerical illustration is presented to exhibit the virtues of the proposed model.

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.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  • Arqub OA (2017) Adaptation of reproducing kernel algorithm for solving fuzzy Fredholm–Volterra integrodifferential equations. Neural Comput Appl 28(7):1591–1610

    Google Scholar 

  • Arqub OA, Abo-Hammour Z (2014) Numerical solution of systems of second-order boundary value problems using continuous genetic algorithm. Inf Sci 279:396–415

    MathSciNet  MATH  Google Scholar 

  • Arqub OA, Mohammed AS, Momani S, Hayat T (2016) Numerical solutions of fuzzy differential equations using reproducing kernel Hilbert space method. Soft Comput 20(8):3283–3302

    MATH  Google Scholar 

  • Arqub OA, Al-Smadi M, Momani S, Hayat T (2017) Application of reproducing kernel algorithm for solving second-order, two-point fuzzy boundary value problems. Soft Comput 21(23):7191–7206

    MATH  Google Scholar 

  • Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96

    MATH  Google Scholar 

  • Atanassov K, Gargov G (1989) Interval valued intuitionistic fuzzy sets. Fuzzy Sets Syst 31(3):343–349

    MathSciNet  MATH  Google Scholar 

  • Bellman R, Zadeh LA (1970) Decision making in a fuzzy environment. Manag Sci 17B:141–164

    MathSciNet  MATH  Google Scholar 

  • Carlsson C, Fullér R (2001) On possibilistic mean value and variance of fuzzy numbers. Fuzzy Sets Syst 122(2):315–326

    MathSciNet  MATH  Google Scholar 

  • Chang TJ, Meade N, Beasley JE, Sharaiha YM (2000) Heuristics for cardinality constrained portfolio optimisation. Comput Oper Res 27(13):1271–1302

    MATH  Google Scholar 

  • Chen G, Luo Z, Liao X, Yu X, Yang L (2011) Mean–variance–skewness fuzzy portfolio selection model based on intuitionistic fuzzy optimization. Procedia Eng 15:2062–2066

    Google Scholar 

  • Chen W, Li D, Lu S, Liu W (2019) Multi-period mean-semivariance portfolio optimization based on uncertain measure. Soft Comput 23(15):6231–6247

    MATH  Google Scholar 

  • Deng X, Pan X (2018) The research and comparison of multi-objective portfolio based on intuitionistic fuzzy optimization. Comput Ind Eng 124:411–421

    Google Scholar 

  • Fang Y, Lai KK, Wang SY (2006) Portfolio rebalancing model with transaction costs based on fuzzy decision theory. Eur J Oper Res 175:879–893

    MATH  Google Scholar 

  • Guo S, Yu L, Li X, Kar S (2016) Fuzzy multi-period portfolio selection with different investment horizons. Eur J Oper Res 254(3):1026–1035

    MathSciNet  MATH  Google Scholar 

  • Gupta P, Mehlawat MK, Saxena A (2008) Asset portfolio optimization using fuzzy mathematical programming. Inf Sci 178:1734–1755

    MathSciNet  MATH  Google Scholar 

  • Gupta P, Mittal G, Mehlawat MK (2013) Expected value multiobjective portfolio rebalancing model with fuzzy parameters. Insur Math Econ 52(2):190–203

    MathSciNet  MATH  Google Scholar 

  • Gupta P, Mehlawat MK, Inuiguchi M, Chandra S (2014) Fuzzy portfolio optimization: advances in hybrid multi-criteria methodologies. Springer, Heidelberg

    MATH  Google Scholar 

  • Kar MB, Kar S, Guo S, Li X, Majumder S (2019) A new bi-objective fuzzy portfolio selection model and its solution through evolutionary algorithms. Soft Comput 23(12):4367–4381

    MATH  Google Scholar 

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

  • Kocadağlı O, Keskin R (2015) A novel portfolio selection model based on fuzzy goal programming with different importance and priorities. Expert Syst Appl 42(20):6898–6912

    Google Scholar 

  • Li T, Zhang W, Xu W (2015) A fuzzy portfolio selection model with background risk. Appl Math Comput 256:505–513

    MathSciNet  MATH  Google Scholar 

  • Liagkouras K, Metaxiotis K (2018) Multi-period mean-variance fuzzy portfolio optimization model with transaction costs. Eng Appl Artif Intell 67:260–269

    MATH  Google Scholar 

  • Liu YJ, Zhang WG (2015) A multi-period fuzzy portfolio optimization model with minimum transaction lots. Eur J Oper Res 242(3):933–941

    MathSciNet  MATH  Google Scholar 

  • Liu YJ, Zhang WG, Xu WJ (2012) Fuzzy multi-period portfolio selection optimization models using multiple criteria. Automatica 48(12):3042–3053

    MathSciNet  MATH  Google Scholar 

  • Liu YJ, Zhang WG, Zhao XJ (2018) Fuzzy multi-period portfolio selection model with discounted transaction costs. Soft Comput 22(1):177–193

    MATH  Google Scholar 

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

    Google Scholar 

  • Mehlawat MK (2016) Credibilistic mean-entropy models for multi-period portfolio selection with multi-choice aspiration levels. Inf Sci 345:9–26

    MATH  Google Scholar 

  • Mehlawat MK, Gupta P (2014) Fuzzy chance-constrained multiobjective portfolio selection model. IEEE Trans Fuzzy Syst 22(3):653–671

    Google Scholar 

  • Mehlawat MK, Kumar A, Yadav S, Chen W (2018) Data envelopment analysis based fuzzy multi-objective portfolio selection model involving higher moments. Inf Sci 460–461:128–150

    MathSciNet  Google Scholar 

  • Parra MA, Terol AB, Rodriguez MV (2001) A fuzzy goal programming approach to portfolio selection. Eur J Oper Res 133:287–297

    MathSciNet  MATH  Google Scholar 

  • Sadjadi SJ, Seyedhosseini SM, Hassanlou K (2011) Fuzzy multi period portfolio selection with different rates for borrowing and lending. Appl Soft Comput 11(4):3821–3826

    Google Scholar 

  • Soleimani H, Golmakani HR, Salimi MH (2009) Markowitz-based portfolio selection with minimum transaction lots, cardinality constraints and regarding sector capitalization using genetic algorithm. Expert Syst Appl 36(3):5058–5063

    Google Scholar 

  • Wang B, Li Y, Watada J (2017) Multi-period portfolio selection with dynamic risk/expected-return level under fuzzy random uncertainty. Inf Sci 385:1–18

    MATH  Google Scholar 

  • Yue W, Wang Y, Xuan H (2019) Fuzzy multi-objective portfolio model based on semi-variance-semi-absolute deviation risk measures. Soft Comput 23(17):8159–8179

    MATH  Google Scholar 

  • Zadeh LA (1965) Fuzzy sets. Inf Control 8:338–353

    MATH  Google Scholar 

  • Zhang P (2019) Multiperiod mean absolute deviation uncertain portfolio selection with real constraints. Soft Comput 23(13):5081–5098

    MATH  Google Scholar 

  • Zhang WG, Liu YJ, Xu WJ (2012) A possibilistic mean-semivariance-entropy model for multi-period portfolio selection with transaction costs. Eur J Oper Res 222(2):341–349

    MathSciNet  MATH  Google Scholar 

  • Zimmermann HJ (1978) Fuzzy programming and linear programming with multiple objective functions. Fuzzy Sets Syst 1:45–55

    MATH  Google Scholar 

Download references

Acknowledgements

We thank the Editor-in-Chief, the Managing Editor, and all the esteemed reviewers for helping us improve the presentation of the paper. The third author, Sanjay Yadav, is supported by the National Fellowship for Other Backward Classes (OBC) granted by University Grants Commission (UGC), New Delhi, India, vide Letter No. F./2016-17/NFO-2015-17-OBC-DEL-34358/(SA-III/Website). The fourth author, Arun Kumar, is supported by the Rajiv Gandhi National Fellowship for SC Candidates granted by University Grants Commission (UGC), New Delhi, India, vide Letter No. F1-17.1/2015-16/RGNF-2015-17-SC-DEL-8966/(SA-III/Website).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Mukesh Kumar Mehlawat.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Additional information

Communicated by V. Loia.

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Gupta, P., Mehlawat, M.K., Yadav, S. et al. Intuitionistic fuzzy optimistic and pessimistic multi-period portfolio optimization models. Soft Comput 24, 11931–11956 (2020). https://doi.org/10.1007/s00500-019-04639-3

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00500-019-04639-3

Keywords

Navigation