Abstract
Nowadays, many quantitative tools exist in portfolio and risk management in order to evaluate a set of investment opportunities, track their performance over time and in the end to evaluate the performance of the entire portfolio. A relatively unknown approach is the Grey Relation Analysis (GRA) approach, developed in the 1980s in order to help when making decisions within modelling of uncertain systems. However, it is still not sufficiently explored in the portfolio and risk management. Thus, this chapter explores the possibilities of using the GRA approach of ranking the stocks in the process of portfolio selection. Two contributions are expected in the chapter. Firstly, a concise and critical overview of the previous applications within the field of portfolio management is provided for the first time in the literature. The second contribution focused on the empirical application of the GRA approach when ranking the stocks based upon the investor’s utility function theory. This research used the first four moments of return distributions when ranking the stocks by using the GRA approach in order to construct portfolios based upon the results. The results indicate that higher moments of return distributions should be taken into consideration in portfolio selection.
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Notes
- 1.
More on Grey Models, GM, can be found in Liu and Lin (2006). These models refer to differential equations which are used to forecast future values of stock prices or indices. Since the methodology is based upon observing a positive sequence of numbers to be forecasted, return series cannot be modelled via GM.
- 2.
Not all companies publish their financial reports on a quarterly basis as well.
- 3.
References
Alderfer CP, Bierman H (1970) Choices with risk: beyond the mean and variance. J Bus 43(3):341–353
Arditti F (1967) Risk and the required return on equity. J Financ 22(1):19–36. https://doi.org/10.1111/j.1540-6261.1967.tb01651.x
Arditti FD, Levy H (1975) Portfolio efficiency analysis in three moments: the multiperiod case. J Financ 30(3):797–809
Athayde GM Flôres, RG (1997) A CAPM with higher moments: theory and econometrics. FGV EPGE economics working papers (Ensaios Economicos da EPGE) 317. EPGE Brazilian School of Economics and Finance – FGV EPGE (Brazil)
Baležentis A, Baležentis T, Misiunas A (2012) An integrated assessment of Lithuanian economic sectors based on financial ratios and fuzzy MCDM methods. Technol Econ Dev Econ 18(1):34–53. https://doi.org/10.3846/20294913.2012.656151
Bayramoglu MF, Hamzacebi C (2016) Stock selection based on fundamental analaysis approach by grey relational analysis: a case of Turkey. Int J Econ Financ 8(7):178–184. https://doi.org/10.5539/ijef.v8n7p178
Belton V, Stewart T (2002) Multiple criteria decision analysis. An integrated approach. Springer, Boston
Bigaret S, Hodgett RE, Meyer P, Mironova T, Olteanu A-L (2017) Supporting the multi-criteria decision aiding process: R and the MCDA package. EURO J Decis Process 5(1–4):169–194. https://doi.org/10.1007/s40070-017-0064-1
Brauers WK (2004) Optimization methods for a stakeholder society. A revolution in economic thinking by multiobjective optimization. Kluwer Academic Publishers, Boston
Brauers WKM, Zavadskas EK (2010) Project management by multimoora as an instrument for transition economies. Technol Econ Dev Econ 16(1):5–24. https://doi.org/10.3846/tede.2010.01
Camelia D (2015a) Grey systems theory in economics – bibliometric analysis and applications’ overview. Grey Syst Theory Appl 5(2):244–262. https://doi.org/10.1108/GS-03-2015-0005.
Camelia D (2015b) Grey systems theory in economics – a historical applications review. Grey Syst Theory Appl 5(2):263–276. https://doi.org/10.1108/GS-05-2015-0018.
Canglin Y (2012) Application of grey relational analysis method in comprehensive evaluation on the customer satisfaction of automobile 4S enterprises. Phys Procedia 33(2012):1184–1189. https://doi.org/10.1016/j.phpro.2012.05.194
Chen H-H (2008) Stock selection using data envelopment analysis. Ind Manag Data Syst 108(9):1255–1268. https://doi.org/10.1108/02635570810914928
Chen JM (2016) Postmodern portfolio theory. Palgrave Macmillan, New York
Chen J-H, Chang T-T, Ho C-R, Diaz JF (2014) Grey relational analysis and neural network forecasting of REIT returns. Quant Finan 14(11):2033–2044. https://doi.org/10.1080/14697688.2013.816765
Clarke R, de Silva H, Thorley S (2006) Minimum-variance portfolios in the U.S. equity market. J Portf Manag 33(1):10–24. https://doi.org/10.3905/jpm.2006.661366
Conrad J, Kaul G (1998) An anatomy of trading strategies. Rev Financ Stud 11(3):489–519. https://doi.org/10.1093/rfs/11.3.489
Cooper W, Seiford L, Zhu J (2011) Handbook on data envelopment analysis. Springer, New York
Cvitanić J, Zapatero F (2004) Introduction to the economics and mathematics of financial markets. MIT Press, London
Datta B (2014) Performance of intellectual capital management of Indian public sector enterprises – using GRA and MPI. Indian J Commerce Manag Stud 5(1):98–104
Delcea C, Scarlat E, Maracine V (2012) Grey relational analysis between firm’s current situation and its possible causes: a bankruptcy syndrome approach. Grey Syst: Theory Appl 2(2):229–239. https://doi.org/10.1108/20439371211260199
Delcea C, Bradea I, Maracine V, Scarlat E, Cotfas LA (2013a) GM(1,1) in bankruptcy forecasting. Grey Syst: Theory Appl 3(3):250–265. https://doi.org/10.1108/GS-08-2013-0014
Delcea C, Scarlat E, Cotfas L-A (2013b) Grey relational analysis of the financial sector in Europe. J Grey Syst 25(4):19–30
Doğan M (2013) Measuring bank performance with grey relational analysis: the case of Turkey. Ege akademik bakiş/Ege Acad Rev 13(2):215–225
Doryab B, Salehi M (2017) Modeling and forecasting abnormal stock returns using the nonlinear Grey Bernoulli model. J Econ Finance Adm Sci 23(4):95–112. https://doi.org/10.1108/JEFAS-06-2017-0075
Dourra H, Siy P (2002) Investment using technical analysis and fuzzy logic. Fuzzy Sets Syst 127(2):221–240. https://doi.org/10.1016/S0165-0114(01)00169-5
Ertugrul I, Oztas T, Ozcil A, Oztas GZ (2016) Grey relational analysis approach in academic performance comparison of university: a case study of Turkish universities. Eur Sci J, Special edition, 2016, 12(10):128–139
Fabozzi FJ, Focardi SM, Kolm PN (2006) Trends in quantitative finance. Research Foundation of CFA Institute, Charlottesville, VA
Fabozzi FJ, Focardi SM, Jonas CL (2007) Trends in quantitative equity management: survey results. Quant Finan 7(2):115–122. https://doi.org/10.1080/14697680701195941
Fang-Min L, Wang-Ching C (2010) A precaution diagnosis of financial distress via Grey situation decision. J Grey Syst 22(4):395–403
Figueira J, Greco S, Ehrgott M (2005) Multiple criteria decision analysis: state of the art surveys, vol 78. Springer Science & Business Media, New York
Friedman M, Savage L (1948) The utility analysis of choices involving risk. J Polit Econ 56(4):279–304. https://doi.org/10.1086/256692
Gardijan M, Škrinjarić T (2015) Equity portfolio optimization: a DEA based methodology applied to the Zagreb stock exchange. Croat Oper Res Rev 6(2):405–417. https://doi.org/10.17535/crorr.2015.0031
Graddy D, Homaifar G (1988) Equity yields in models considering higher moments of the return distribution. Appl Econ 20(3):325–334. https://doi.org/10.1080/00036848800000046
Hamzacebi C, Pekkaya M (2011) Determining of stock investments with grey relational analysis. Expert Syst Appl 38:9186–9195. https://doi.org/10.1016/j.eswa.2011.01.070
Haugen R, Baker N (1991) The efficient market inefficiency of capitalization weighted stock portfolios. J Portf Manag 17(3):35–40. https://doi.org/10.3905/jpm.1991.409335
Huang KY (2009) Application of VPRS model with enhanced threshold parameter selection mechanism to automatic stock market forecasting and portfolio selection. Expert Syst Appl 36(9):11652–11661. https://doi.org/10.1016/j.eswa.2009.03.028
Huang KY, Jane C-J (2008) A novel model for stock portfolio based on ARX, RS and a new grey relational grade theories. In: 2008 IEEE Conference on cybernetics and intelligent systems, pp 417–422. https://doi.org/10.1109/ICCIS.2008.4670874
Huang KY, Jane C-J (2009) An automatic stock market forecasting and portfolio selection mechanism based on VPRS, ARX and grey system. 2008 IEEE Asia-Pacific Services Computing Conference. https://doi.org/10.1109/APSCC.2008.19
Huang JT, Liao YS (2003) Optimization of machining parameters of wire-EDM based on grey relational and statistical analyses. Int J Prod Res 41(8):1707–1720. https://doi.org/10.1080/1352816031000074973
Huang KY, Jane C-J, Chang T-C (2008) A RS model for stock market forecasting and portfolio selection allied with weight clustering and grey system theories. In: 2008 IEEE Congress on evolutionary computation. IEEE World Congress on computational intelligence, pp 1240–1246. https://doi.org/10.1109/CEC.2008.4630955
Hurson CH, Zopounidis C (1995) On the use of multicriteria decision aid methods to portfolio selection. In: Clímaco J (ed) Multicriteria analysis. Springer, Berlin, Heidelberg
Hwang S, Satchell SE (1999) Modelling emerging market risk premia using higher moments. Int J Financ Econ 4(4):271–296
Investing (2019) Available at https://www.investing.com. Accessed on 6 May 2019
Jang J-SR, Sun C-T, Mizutani E (1997) Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence, 1st edn. Pearson Education Inc, Upper Saddle River
Jondeau E, Rockinger M (2006) Optimal portfolio allocation under higher moments. Eur Financ Manag 12(1):29–55
Julong D (1989) Introduction to grey system theory. J Grey Syst 1(1989):1–24
Jurczenko E, Maillet B (2005) The four-moment capital asset pricing model: between asset pricing and asset allocation. In: Multi-moment asset allocation and pricing models. Wiley, New York
Kayacan E, Ulutas B, Kaynak O (2010) Grey system theory-based models in time series prediction. Expert Syst Appl 37(2):1784–1789. https://doi.org/10.1016/j.eswa.2009.07.064
Khajavi S, Najafi Z, Zinedine Zadeh S (2012) Applying the grey models and the development of a simple way to forecast free cash flow of listed companies in Tehran stock exchange. J Financ Manage Eng Exch 13(2012):21–34
Kung C, Wen K (2007) Applying grey relational analysis and grey decision-making to evaluate the relationship between company attributes and its financial performance: a case study of venture capital enterprises in Taiwan. Decis Support Syst 43(3):842–852. https://doi.org/10.1016/j.dss.2006.12.012
Kuo Y, Yang T, Huang G-W (2008) The use of a grey-based Taguchi method for optimizing multi-response simulation problems. Eng Optim 40(6):517–528. https://doi.org/10.1080/03052150701857645
Lahdelma R, Salminen P, Hokkanen J (2014) Using multicriteria methods in environmental planning and management. Environ Manag 26(6):595–605. https://doi.org/10.1007/s002670010118
Li J, Xu J (2013) Multi-objective portfolio selection model with fuzzy random returns and a compromise approach-based genetic algorithm. Inf Sci 220:507–521. https://doi.org/10.1016/j.ins.2012.07.005
Li GD, Yamaguchi D, Nagai M (2007) A grey-based decision-making approach to the supplier selection problem. Math Comput Model 46(3–4):573–581. https://doi.org/10.1016/j.mcm.2006.11.021
Li H-Y, Zhang C, Zhao D (2010) Stock investment value analysis model based on AHP and grey relational degree. Manag Sci Eng 4:1–6
Lim S, Oh KW, Zhu J (2013) Use of DEA cross-efficiency evaluation in portfolio selection: an application to Korean stock market. Eur J Oper Res 236(1):361–368. https://doi.org/10.1016/j.ejor.2013.12.002
Lin RS, Wang YT, Wu CH, Chuang CL (2009) Developing a business failure prediction model via RST, GRA and CBR. Expert Syst Appl 36(2):1593–1600. https://doi.org/10.1016/j.eswa.2007.11.068
Liu S, Lin Y (2006) Grey information theory and practical applications. Springer, New York
Liu S, Lin Y (2010) Grey systems, theory and applications. Springer, Berlin/Heidelberg
Liu S, Yang Y, Forrest J (2016) Grey data analysis: methods, models and applications. Springer Science + Business Media, Singapore
Mardani A, Jusoh A, Nor KMD, Khalifah Z, Zakwan N, Valipour A (2015) Multiple criteria decision-making techniques and their applications – a review of the literature from 2000 to 2014. Econ Res-Ekonomska Istraživanja 28(1):516–571. https://doi.org/10.1080/1331677X.2015.1075139
Markowitz H (1952) Portfolio selection. J Financ 7(1):77–91. https://doi.org/10.1111/j.1540-6261.1952.tb01525.x
Miller DW, Starr MK (1969) Executive decisions and operations research, 2nd edn. Prentice-Hall Inc., Englewood Cliffs
Müller S, Machina M (1987) Moment preferences and polynomial utility. Econ Lett 23:349–353. https://doi.org/10.1016/0165-1765(87)90143-1
Pan W-T, Leu Y (2016) An analysis of bank service satisfaction based on quantile regression and grey relational analysis. Math Probl Eng 2016:1–9. https://doi.org/10.1155/2016/1475148
Pashaki MK, Ahadzadeh M, Shahverdiani S (2018) Ranking active companies in cement industry with the combined approach of grey relational analysis and data envelopment analysis. The Third International Conference on Intelligent Decision Science (IDS-2018), Iran
Ping Y, Yang H (2004) Using hybrid grey model to achieve revenue assurance of telecommunication companies. J Grey Syst 7:39–50. https://doi.org/10.30016/JGS.200406.0006
Sakınç I (2014) Using grey relational analysis to determine the financial performance of Turkish football clubs. J Econ Libr KSP J 1(1):22–33
Salardini F (2013) An AHP-GRA method for asset allocation: a case study of investment firms on Tehran stock exchange. Decis Sci Lett 2(4):275–280
Scherer B (2010) A new look at minimum variance investing. EDHEC-Risk Institute working paper, Edhec Business School. Available at: https://risk.edhec.edu/sites/risk/files/EDHEC_Working_Paper_Minimum_Variance_Investing.pdf
Škrinjarić T (2014) Investment strategy on the Zagreb stock exchange based on dynamic DEA. Croat Econ Surv 16(1):129–160. https://doi.org/10.15179/ces.16.1.5
Škrinjarić T (2018a) Revisiting herding investment behaviour on Zagreb stock exchange: a quantile regression approach. Econometric Res Finance 3(1):119–162. https://doi.org/10.33119/ERFIN.2018.3.2.3
Škrinjarić T (2018b) The value of food sector on Croatian capital market if the Agrokor crisis did not happen: synthetic control method approach. CEA J Econ 13(2):53–65
Škrinjarić T, Orlović Z (2019) Effects of economic and political events on stock returns: event study of Agrokor case in Croatia. Croat Econ Surv 21:47
Škrinjarić T, Šego B (2019) Using grey incidence analysis approach in portfolio selection. Int J Financ Stud 7(1):1–16. https://doi.org/10.3390/ijfs7010001
Sugeno M (1985) Industrial applications of fuzzy control. Elsevier Science Pub. Co., New York
Varian HR (1992) Microeconomic analysis, 3rd edn. W. W. Norton & Co., New York
Watada J (1997) Fuzzy portfolio selection and its applications to decision making. Tatra Mt Math Publ 13(4):31–42
Wu C-R, Lin C-T, Tsai P-H (2010) Evaluating business performance of wealth management banks. Eur J Oper Res 207(2):971–979. https://doi.org/10.1016/j.ejor.2010.04.034
Wu LF, Liu SF, Yao LG, Yan SL (2012) Grey convex relational degree and its application to evaluate regional economic sustainability. Sci Iran Trans A: Civ Eng 20(1):44.49. https://doi.org/10.1016/j.scient.2012.11.002
Xidonas P, Mavrotas G, Psarras J (2009) A multicriteria methodology for equity selection using financial analysis. Comput Oper Res 36(12):3187–3203. https://doi.org/10.1016/j.cor.2009.02.009
Yildirim BF, Hepsen A, Onder E (2015) Grey relational analysis based ranking of Latin American and Caribbean economies. J Econ Financ Acc 2(3):301–312
Yongzhong C, Hongjuan L (2005) A comparison of two grey models in predicting stock index. J Grey Syst 1(2005):73–76
Zadeh LA (1962) From circuit theory to system theory. Proc Inst Radio Eng 50:856–865
Zadeh LA (1964) Fuzzy Sets, ERL Report No. 64–44. University of California at Berkeley, Novermber 16, 1964
Zadeh LA (1965) Fuzzy sets. Inf Control 8:338–353. https://doi.org/10.1016/S0019-9958(65)90241-X
Zagreb Stock Exchange (2019) Available at https://www.zse.hr. Accessed on 24 Jan 2019
Zimmermann H-J (2001) Fuzzy set theory—and its applications, 4th edn. Springer Seience+Business Media, New York
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Škrinjarić, T. (2021). Grey Incidence Analysis as a Tool in Portfolio Selection. In: Zopounidis, C., Benkraiem, R., Kalaitzoglou, I. (eds) Financial Risk Management and Modeling. Risk, Systems and Decisions. Springer, Cham. https://doi.org/10.1007/978-3-030-66691-0_6
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