IDEAS home Printed from https://ideas.repec.org/a/gam/jijfss/v11y2023i2p53-d1104772.html
   My bibliography  Save this article

Portfolio Optimization Using Minimum Spanning Tree Model in the Moroccan Stock Exchange Market

Author

Listed:
  • Younes Berouaga

    (National School of Commerce and Management, Ibn Tofaïl University, Kenitra 14000, Morocco)

  • Cherif El Msiyah

    (National School of Commerce and Management, Moulay Ismail University, Meknes 50000, Morocco)

  • Jaouad Madkour

    (Faculty of Economics and Management, Abdelmalek Essaâdi University, Tetouan 90000, Morocco)

Abstract

Portfolio optimization is a pertinent topic of significant importance in the financial literature. During the portfolio construction, an investor confronts two important steps: portfolio selection and portfolio allocation. This article seeks to investigate portfolio optimization based on the Minimum Spanning Tree (MST) method applied on the Moroccan All Shares Index (MASI) historical stock log returns covering the period from 2 January 2013 to 27 October 2022 allowing us to build two portfolios: MST-Portfolio and MST-Portfolio 2. Portfolio selection was carried out for MST-Portfolio and MST-Portfolio 2, respectively, based on 63 stocks or using the Degree Centrality (DC) measure and portfolio allocation for both portfolios was carried through the use of the Inverse Degree Centrality Portfolio (IDCP). The obtained portfolios were compared with the Minimum Variance Portfolio (MV Portfolio) and Equal Weighting Portfolio (EW Portfolio) using centrality measures, diversification, and backtesting. According to the used indicators analysis, MST-Portfolio and MST-Portfolio 2 are the most well-performed and robust portfolios showing a good performance during the studied period, even during the COVID-19 crisis, and ensuring a good level of diversification. The findings demonstrate that both suggested methods can enhance portfolio performance, evidence that can help investors or active managers when optimizing their portfolios.

Suggested Citation

  • Younes Berouaga & Cherif El Msiyah & Jaouad Madkour, 2023. "Portfolio Optimization Using Minimum Spanning Tree Model in the Moroccan Stock Exchange Market," IJFS, MDPI, vol. 11(2), pages 1-20, March.
  • Handle: RePEc:gam:jijfss:v:11:y:2023:i:2:p:53-:d:1104772
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7072/11/2/53/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2227-7072/11/2/53/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Roncalli, Thierry, 2013. "Introduction to Risk Parity and Budgeting," MPRA Paper 47679, University Library of Munich, Germany.
    2. Harry Markowitz, 1952. "The Utility of Wealth," Journal of Political Economy, University of Chicago Press, vol. 60, pages 151-151.
    3. H S Ryoo, 2007. "A compact mean-variance-skewness model for large-scale portfolio optimization and its application to the NYSE market," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 58(4), pages 505-515, April.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Luis Lorenzo & Javier Arroyo, 2023. "Online risk-based portfolio allocation on subsets of crypto assets applying a prototype-based clustering algorithm," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-40, December.
    2. Christian Grund & Dirk Sliwka, 2007. "Reference-Dependent Preferences and the Impact of Wage Increases on Job Satisfaction: Theory and Evidence," Journal of Institutional and Theoretical Economics (JITE), Mohr Siebeck, Tübingen, vol. 163(2), pages 313-335, June.
    3. Goeree, Jacob K. & Holt, Charles A. & Palfrey, Thomas R., 2002. "Quantal Response Equilibrium and Overbidding in Private-Value Auctions," Journal of Economic Theory, Elsevier, vol. 104(1), pages 247-272, May.
    4. Amos Schurr & Yaakov Kareev & Judith Avrahami & Ilana Ritov, 2012. "Taking the Broad Perspective: Risky Choices in Repeated Proficiency Tasks," Discussion Paper Series dp621, The Federmann Center for the Study of Rationality, the Hebrew University, Jerusalem.
    5. Chateauneuf, Alain & Eichberger, Jurgen & Grant, Simon, 2007. "Choice under uncertainty with the best and worst in mind: Neo-additive capacities," Journal of Economic Theory, Elsevier, vol. 137(1), pages 538-567, November.
    6. Lovric, M. & Kaymak, U. & Spronk, J., 2008. "A Conceptual Model of Investor Behavior," ERIM Report Series Research in Management ERS-2008-030-F&A, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    7. Lauren Stagnol, 2015. "Designing a corporate bond index on solvency criteria," EconomiX Working Papers 2015-39, University of Paris Nanterre, EconomiX.
    8. Hooi Hooi Lean & Michael McAleer & Wing-Keung Wong, 2013. "Risk-averse and Risk-seeking Investor Preferences for Oil Spot and Futures," Documentos de Trabajo del ICAE 2013-31, Universidad Complutense de Madrid, Facultad de Ciencias Económicas y Empresariales, Instituto Complutense de Análisis Económico, revised Aug 2013.
    9. Chorvat, Terrence, 2006. "Taxing utility," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 35(1), pages 1-16, February.
    10. Grund, Christian & Sliwka, Dirk, 2001. "The Impact of Wage Increases on Job Satisfaction - Empirical Evidence and Theoretical Implications," IZA Discussion Papers 387, Institute of Labor Economics (IZA).
    11. Christian Gollier & James Hammitt & Nicolas Treich, 2013. "Risk and choice: A research saga," Journal of Risk and Uncertainty, Springer, vol. 47(2), pages 129-145, October.
    12. Lee A. Smales & Zhangxin (Frank) Liu & Cameron D. Robertson, 2022. "One session options: Playing the announcement lottery?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(2), pages 192-211, February.
    13. Thomas Aronsson & Sugata Ghosh & Ronald Wendner, 2023. "Positional preferences and efficiency in a dynamic economy," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 61(2), pages 311-337, August.
    14. Hamza Bahaji, 2011. "Incentives from stock option grants: a behavioral approach," Post-Print halshs-00681607, HAL.
    15. Maciej Nowak, 2010. "Interactive Multicriteria Decision Aiding Under Risk—Methods and Applications," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 12(1), pages 69-91, October.
    16. Martin Kukuk & Stefan Winter, 2008. "An Alternative Explanation of the Favorite-Longshot Bias," Journal of Gambling Business and Economics, University of Buckingham Press, vol. 2(2), pages 79-96, September.
    17. Barberis, Nicholas & Xiong, Wei, 2012. "Realization utility," Journal of Financial Economics, Elsevier, vol. 104(2), pages 251-271.
    18. repec:cup:judgdm:v:12:y:2017:i:1:p:81-89 is not listed on IDEAS
    19. Frieder Meyer-Bullerdiek, 2017. "Rebalancing and Diversification Return – Evidence from the German Stock Market," Journal of Finance and Investment Analysis, SCIENPRESS Ltd, vol. 6(2), pages 1-1.
    20. Raymond H. Chan & Ephraim Clark & Xu Guo & Wing-Keung Wong, 2020. "New development on the third-order stochastic dominance for risk-averse and risk-seeking investors with application in risk management," Risk Management, Palgrave Macmillan, vol. 22(2), pages 108-132, June.
    21. Lisa L. Posey & Vickie Bajtelsmit, 2017. "Insurance and Endogenous Bankruptcy Risk: When is it Rational to Choose Gambling, Insurance, and Potential Bankruptcy?," The Geneva Risk and Insurance Review, Palgrave Macmillan;International Association for the Study of Insurance Economics (The Geneva Association), vol. 42(1), pages 15-40, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijfss:v:11:y:2023:i:2:p:53-:d:1104772. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.