Abstract
Over the last decades, the Goal Programming (GP) model has been applied to financial portfolio management and/or selection problem in decision-making contexts where several conflicting and incommensurable objectives are simultaneously aggregated. The aim of this paper is to identify the research trends and publication outlets for the application of GP model to portfolio management. We point out an increasing interest and affirmation of more sophisticated models. We present a characterization of the existing GP variants and provide historical data and statistical analysis.
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Notes
The first MOPGP conference was held at the University of Portsmouth, United Kingdom, June, 1994.
The environment concern includes climate change and clean technologies or pollution. Under the social concerns we can look at human rights and labor relations for instance. Ethical or governance concerns relate to board issues. Popular negative screens refer to the sin screens (production of alcohol, tobacco or gambling products) or military weapons, just to mention a few.
References
Aouni B (2009) Multi-attribute portfolio selection: new perspectives. Inf Syst Oper Res 47(1):1–4
Aouni B (2010) Portfolio selection through the goal programming model: an overview. J Financ Decis Mak 6(2):3–15
Aouni A, La Torre D (2010) A generalized stochastic goal programming model. Appl Math Comput 215:4347–4357
Aouni B, Hassaine A, Martel JM (2009) Decision-maker’s preferences modeling within the goal programming model: a new typology. J Multi-Criteria Decis Anal 16:163–178
Aouni A, Colapinto C, La Torre D (2013) A cardinality constrained stochastic goal programming model with satisfaction function for venture capital investment decision making. Ann Oper Res 205(1):77–88
Aouni B, Colapinto C, La Torre D (2014) Financial portfolio management through the goal programming model: current state-of-the-art. Eur J Oper Res 234(2):536–545
Arenas-Parra M, Bilbao-Terol A, Rodriguez Uria MV (2001) A fuzzy goal programming approach to portfolio selection. Eur J Oper Res 133:287–297
Azmi R, Tamiz M (2010) A review of goal programming for portfolio selection. Lect Notes Econ Math Syst 638:15–33
Ballestero E (1998) Approximating the optimum portfolio for an investor with particular preferences. J Oper Res Soc 49:998–1000
Ballestero E, Romero C (1996) Portfolio selection, a compromise programming solution. J Oper Res Soc 47:1377–1386
Ballestero E, Gunther M, Pla-Santamaria D, Stummer C (2007) Portfolio selection under strict uncertainty: a multi-criteria methodology and its application to the Frankfurt and Vienna stock exchange. Eur J Oper Res 181(3):1476–1487
Bilbao-Terol A, Arenas-Parra M, Jiménez M, Pérez Gladish B, Rodrìguez Urìa MV (2006) An extension of Sharpe’s single-index model: portfolio selection with expert betas. J Oper Res Soc 57:1442–1451
Bilbao-Terol A, Arenas-Parra M, Cañal-Fernández V, Bilbao-Terol C (2015) Multi-criteria decision making for choosing socially responsible investment within a behavioral portfolio theory framework: a new way of investing into a crisis environment. Ann Oper Res. doi:10.1007/s10479-015-1947-9
Boswarva I, Aouni B (2012) Different probability distributions for portfolio selection in the chance constrained compromise programming model. INFOR 50:140–146
Bravo M, Pla Santamaria D, Garcia-Bernabeu A (2010) Portfolio selection from multiple benchmarks: a goal programming approach to an actual case. J Multicriteria Decis Anal 17:155–166
Canela MA, Collazo EP (2007) Portfolio selection with skewness in emerging market industries. Emerg Mark Rev 8:230–250
Charnes A, Cooper WW (1961) Management models and industrial applications of linear programming. Wiley, New York
Charnes A, Cooper WW, Ferguson RO (1955) Optimal estimation of executive compensation by linear programming. Manag Sci 2:138–151
Chunhachinda P, Dandapani K, Hamid S, Prakash AJ (1997) Portfolio selection and skewness: evidence from international stock markets. J Bank Finance 21:143–167
Deng X-T, Li Z-F, Wang S-Y (2005) A minimax portfolio selection strategy with equilibrium. Eur J Oper Res 166:278–292
Freeling ANS (1980) Fuzzy sets and decision analysis. IEEE Trans Syst 10:341–354
Harrington T, Fisher W (1980) Portfolio modeling in multiple criteria situations under uncertainty: comment. Winter: Decis Sci 11(1):171–177
Kettani O, Aouni B, Martel J-M (2004) The double role of the weight factor in the goal programming model. Comput Oper Res 31:1833–1845
Kumar PC, Philippatos GC, Ezell JR (1978) Goal programming and the selection of portfolios by dual purpose funds. J Finance 33(1):303–310
Lai TY (1991) Portfolio selection with skewness: a multi-objective approach. Rev Quant Finance Account 1(3):293–305
Lee SM (1972) Goal programming for decision analysis. Auerbach, Philadelphia
Lee SM, Lerro AJ (1973) Optimizing the portfolio selection for mutual funds. J Finance 28(5):1087–1101
Li J, Xu J (2007) A class of possibilistic portfolio selection model with interval coefficients and its application. J Fuzzy Optim Decis Mak Archive 6(2):123–137
Lin TW, O’Leary DE (1993) Goal programming application in financial management. In: Lawrence KD, Guerard JB, Reeves GR (eds) Advances in mathematical programming and financial planning, 3: 211–229. JAI Press Inc, Stamford
Mansour N, Rebaï A, Aouni B (2007) Portfolio selection through the imprecise goal programming model: Integration of manager’s preferences. J Ind Eng Int 3(5):1–8
Markowitz HM (1952) Portfolio selection. J Finance 7:77–91
Markowitz HM (1959) Portfolio selection: efficient diversification of investments. Wiley, New York
Martel JM, Aouni B (1990) Incorporating the decision maker’s preferences in the goal programming model. J Oper Res Soc 41:1121–1132
Pendaraki K, Zopounidis C, Doumpos M (2005) On the construction of mutual fund portfolios: a multicriteria methodology and an application to the Greek market of equity mutual fund. Eur J Oper Res 163(2):462–481
Pérez Gladish B, Jones D, Tamiz M, Terol B (2007) An interactive three-stage model for mutual funds portfolio selection. Int J Manag Sci Omega 35:75–88
Prakash AJ, Chang C, Pactwa TE (2003) Selecting a portfolio with skewness: recent evidence from US, European, and Latin American equity markets. J Bank Finance 27:1375–1390
Sharpe WF (1967) A linear programming algorithm for mutual funds portfolio selection. Manag Sci 13(3):499–510
Spronk J (1980) Interactive multiple goal programming for capital budgeting and financial planning. Delftse Uitgevers Maatschappij, Delft
Stoyan SJ, Kwon RH (2011) A stochastic-goal mixed-integer programming approach for integrated stock and bond portfolio optimization. J Comput Indus Eng 61(4):1285–1295
Sun Q, Yan Y (2003) Skewness persistence with optimal portfolio selection. J Bank Finance 27:1111–1121
Zimmerman H-J (1976) Description and optimization of fuzzy systems. Int J Gen Syst 2:209–215
Zimmerman H-J (1978) Fuzzy programming and linear programming with several objectives functions. Fuzzy Sets Syst 1:45–55
Zimmerman H-J (1983) Using fuzzy sets in operations research. Fuzzy Sets Systems 13:201–216
Zopounidis C, Doumpos M, Zanakis S (1999) Stock evaluation using a preference disaggregation methodology. Decis Sci 30:313–336
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Appendix
Authors | Journal | Year |
---|---|---|
Aboul-Enein S., Dionne G., Papageorgiou N. | European Journal of Finance | 2013 |
Alexander G.J., Resnick B.G. | Journal of Banking and Finance | 1985 |
Allen, J., Bhattacharya, S., Smarandache, F. | International Journal of Social Economics | 2003 |
Amiri, M., Ekhtiari, M., Yazdani, M. | Expert Systems with Applications | 2011 |
Aouni B., Colapinto C., La Torre D. | Annals of Operations Research | 2013 |
Aouni, A., Ben Abdelaziz, F., La Torre, D. | Journal of Multi-Criteria Decision Analysis | 2012 |
Aouni, A., Colapinto, C., La Torre, D. | Journal of Financial Decision Making | 2010 |
Aouni, B., Ben Abdelaziz, F, El Fayedh, R. | Administrative Sciences Association of Canada, Management Science | 2003 |
Aouni, B., Ben Abdelaziz, F., Martel, J. M. | European Journal of Operational Research | 2005 |
Aouni, B., Colapinto, C., La Torre, D. | INFOR | 2014 |
Arenas Parra M., Bilbao Terol A., Rodríguez Uría M.V. | European Journal of Operational Research | 2001 |
Arenas-Parra, M., et al. | Applied Mathematics and Computation | 2006 |
Bahloul, S. Abid, F. | International Journal of Multi-Criteria Decision Making | 2013 |
Ballestero, E. | Journal of Operational Research Society | 1998 |
Ballestero, E., Pla-Santamaria, D. | International Transactions in Operational Research | 2003 |
Ballestero, E., Pla-Santamaria, D. | Omega | 2004 |
Ballestero, E., Romero, C. | Journal of the Operational Research Society | 1996 |
Ballestero E., Garcia-Bernabeu A. | INFOR | 2012 |
Ballestero E., Garcia-Bernabeu A., Hilario A. | Book Chapter | 2015 |
Ballestero, E., et al. | European Journal of Operational Research | 2007 |
Ballestero, E., et al. | INFOR | 2009 |
Batson, R.G. | Long Range Planning | 1989 |
Ben Abdelaziz F., El Fayedh R., Rao A. | INFOR | 2009 |
Ben Abdelaziz F., Aouni B., Fayedh R.E. | European Journal of Operational Research | 2007 |
Ben Abdelaziz F., Masmoudi M. | International Transactions in Operational Research | 2014 |
Ben Abdelaziz, F., Aouni, B., El Fayedh, R. | European Journal of Operational Research | 2007 |
Bilbao A., et al. | Journal of the Operational Research Society | 2006 |
Bilbao A., et al. | European Journal of Operational Research | 2007 |
Bilbao-Terol A., Arenas-Parra M., Cañal-Fernández V. | Expert Systems with Applications | 2012 |
Bilbao-Terol A., Arenas-Parra M., Cañal-Fernández V. | Information Sciences | 2012 |
Bilbao-Terol A., Arenas-Parra M., Cañal-Fernández V. | Revista de Contabilidad | 2016 |
Bilbao-Terol A., et al. | Annals of Operations Research | 2015 |
Bilbao-Terol, A., et al. | Applied Mathematics and Computation | 2006 |
Bilbao-Terol, A., Pérez Gladish, B., Antomil-Ibias, J. | Applied Mathematics and Computation | 2006 |
Booth, G.G., Bessler, W. | Omega | 1989 |
Booth G.G., Dash Jr. G.H. | Financial Review | 1977 |
Booth G.G., Dash Jr. G.H. | Journal of Banking and Finance | 1979 |
Bornman J.J., Smit E.V.M., Gevers W.R. | Investment Analysts Journal | 1993 |
Boswarva, I. Aouni, B. | INFOR | 2012 |
Bravo, M., Pla Santamaria, D., Garcia-Bernabeu, A. | Journal of Multi-criteria Decision Analysis | 2010 |
Briec W., Kerstens K., Van De Woestyne I. | European Journal of Operational Research | 2013 |
Callahan, J. | Cost and Management | 1973 |
Canela M.Á., Collazo E.P. | Emerging Markets Review | 2007 |
Chang, C.-T. | Applied Mathematics and Computation | 2005 |
Chen, H.-H. | Review of Pacific Basin Financial Markets and Policies | 2008 |
Chunhachinda P., et al. | Journal of Banking and Finance | 1997 |
Colapinto, C., La Torre, D. | conference paper | 2015 |
Colson G., De Bruyn C. | Mathematical and Computer Modelling | 1989 |
Cooper W.W., Lelas V., Sueyoshi T. | European Journal of Operational Research | 1997 |
Dash G.H., Jr., Kajiji N. | Book Chapter | 2014 |
Dash G.H., Jr., Kajiji N. | International Transactions in Operational Research | 2014 |
Dash G.H., Jr., Kajiji N. | INFOR | 2005 |
Davies R.J., Kat H.M., Lu S. | Journal of Derivatives and Hedge Funds | 2009 |
Deng, X.-T., Li, Z.-F., Wang, S.-Y. | European Journal of Operational Research | 2005 |
Dominiak, C. | Book Chapter | 1997 |
Ekhtiari, M., Alinezhad, A. | Economic Computation and Economic Cybernetics Studies and Research | 2015 |
Elkaim A., Papageorgiou N. | Book Chapter | 2006 |
García-Bernabeu A., et al. | Economia Agraria y Recursos Naturales | 2015 |
Ghahtarani A., Najafi A.A. | Economic Modelling | 2013 |
Gupta, P., Bhattacharjee, D. | International Research Journal of Finance and Economics | 2010 |
Gupta P., Mittal G., Mehlawat M.K. | Insurance: Mathematics and Economics | 2013 |
Gupta P., Mittal G., Mehlawat M.K. | Optimization Letters | 2013 |
Hafner R., Wallmeier M. | Financial Markets and Portfolio Management | 2008 |
Hallerbach, W.G., Spronk, J. | WP | 1986 |
Harrington, T.C., Fisher, W. | Decision Sciences | 1980 |
He F., Qu R., John R. | conference paper | 2015 |
Hitaj A., Zambruno G. | Review of Financial Economics | 2016 |
Hossain S.A., Bhattacharyya R. | conference paper | 2015 |
Ignizio, P.J. | Decision Sciences | 1982 |
Inuiguchi, M., Ramik, J. | Fuzzy Sets and Systems | 2000 |
Jaaman S.H., Lam W.H., Isa Z. | International Journal of Operational Research | 2014 |
Ji X., et al. | IIE Transactions (Institute of Industrial Engineers) | 2005 |
Jobst, N. et al. | Quantitative Finance | 2001 |
Kaminski B., Czupryna M., Szapiro T. | Lecture Notes in Economics and Mathematical Systems | 2009 |
Keskin R., Kocadatli O., Cinemre N. | Journal of Intelligent and Fuzzy Systems | 2015 |
Khalili-Damghani K., Sadi-Nezhad S., Tavana M. | Information Sciences | 2013 |
Kocadatli O., Keskin R. | Expert Systems with Applications | 2015 |
Konno, H., Yamazaki, H. | Management Science | 1991 |
Korhonen, A. | European Journal of Operational Research | 1987 |
Kornbluth J.S.H., Salkin G.R. | Omega | 1992 |
Kornbluth J.S.H., Salkin G.R. | Journal of the Operational Research Society | 1993 |
Kosmidou, K. Zopounidis, C. | INFOR | 2004 |
Kumar, P.C., Philippatos, G.C., Ezzell, J.R. | Journal of Finance | 1978 |
Kumar, P. C., Philippatos, G. C. | Decision Sciences | 1979 |
Kvanli, A. H. | Omega | 1980 |
Lai K.K., Yu L., Wang S. | conference paper | 2006 |
Lai, T. Y | Review of Quantitative Finance and Accounting | 1991 |
Lam, W.H., Jaaman, S.H.H., Isa, Z. | conference paper | 2013 |
Lawrence, K.D., et al. | Applications of Management Science | 2009 |
Lawrence, K.D., Pai D.R., Lawrence, S.M. | Applications of Management Science | 2015 |
Lee, S. M. | Book | 1972 |
Lee, S.M., Chesser, D.L. | The Journal of Portfolio Management | 1980 |
Lee, S. M., Lerro, A. J. | Journal of Finance | 1973 |
Lee, S. M., Sevebeck, W. R. | Policy Sciences | 1971 |
Leung, M.T., Daouk, H., Chen, A.-S. | European Journal of Operational Research | 2001 |
Levary, R. R., Avery, M. L. | Operation Research | 1984 |
Li, J., Xu, J. | Fuzzy Optimization and Decision Making | 2007 |
Lin, C.-C., Liu, Y.-T., Chen, A.-P. | Applied Soft Computing Journal | 2016 |
Liu, Y.-J., Zhang, W.-G., Xu, W.-J. | Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice | 2013 |
Lucey, B., Tully, E., Poti, V. | WP | 2004 |
Maggis, M., La Torre, D. | INFOR | 2012 |
Mansour, N., Rebaï, A., Aouni, B. | Journal of Industrial Engineering International | 2007 |
Masmoudim, M., Ben Abdelaziz, F. | Annals of Operations Research | 2015 |
Masmoudim, M., Ben Abdelaziz, F. | INFOR | 2012 |
Masri, H. | Annals of Operations Research | 2015 |
Mehlawat, M.K. | Information Sciences | 2016 |
Messaoudi, L., Aouni, B., Rebai, A. | Annals of Operations Research | 2015 |
Messaoudi, L., Rebaï, A. | conference paper | 2013 |
Messaoudi, L., Rebaï, A. | International Journal of Applied Decision Sciences | 2014 |
Muhlemann, A. P., Lockett, A. G., Gear, A. E. | Decision Sciences | 1978 |
Muhlemann, A., Lockett, A. | Decision Sciences | 1980 |
Ni, H., Wang, Y. | Applied Soft Computing Journal | 2013 |
O’Leary, J. H., O’Leary, D. E. | Book Chapter | 1987 |
Pakdel, A., Noroozzadeh, R., Sadeghi, P. | Australian Journal of Basic and Applied Sciences | 2012 |
Pardalos, P.M., Steponaviče, I., Žilinskas, A. | Optimization Letters | 2012 |
Pendaraki, K., Zopounidis, C., Doumpos, M. | European Journal of Operational Research | 2005 |
Pendaraki, K., Doumpos, M., Zopounidis, C. | Journal of Asset Management | 2004 |
Perez Gladish, B., et al. | Omega | 2007 |
Powell, J.G., Premachandra, I.M. | European Journal of Operational Research | 1998 |
Prakash, A.J., Chang, C.-H., Pactwa, T.E. | Journal of Banking and Finance | 2003 |
Proelss, J., Schweizer, D. | Financial Markets and Portfolio Management | 2014 |
Rimeh, E.F., Ben Abdelaziz, F., Belaid A. | conference paper | 2013 |
Rostamy, A., Azar, A., Hosseini, S | Finance India | 2003 |
Sharda, R., Musser, T. | Management Science | 1986 |
Shariat, N., Ketabi, S. | International Business Management | 2016 |
Sharma, H.P., Sharma, D.K., Jana, R.K. | International Research Journal of Finance and Economics | 2009 |
Sharma, H., Sharma, D | Journal of Business and Economics Research | 2006 |
Sharma, H., Ghosh, D., Sharma, D. | Academy of Banking Studies | 2007 |
Sharma, J. K., Sharma, D. K., Adeyeye, J. O. | Indian Journal of Finance and Research | 1995 |
Simonian, J. | Applied Economics Letters | 2015 |
Spronk, J. | Book | 1980 |
Spronk, J. | Book | 1981 |
Spronk, J., Wijst, V.D. | Wp | 1987 |
Stone, B. K., Reback, R. | Journal of Bank Research | 1975 |
Stoyan S.J., Kwon R.H. | Computers and Industrial Engineering | 2011 |
Sun, Q., Yan, Y. | Journal of Banking and Finance | 2003 |
Tamiz, M., Azmi, R.A., Jones, D.F. | European Journal of Operational Research | 2013 |
Tamiz, M., et al. | Lecture notes in Economics and Mathematical Systems | 1997 |
Tamiz, M., et al. | Lecture Notes in Economics and Mathematical Systems | 1996 |
Tayi, G. K., Leonard, P. A. | The Journal of the Operational Research Society | 1988 |
Taylan, A.S., Tatlidil, H. | conference paper | 2010 |
Tektas, A., Ozkan-Gunay, E., Gunay, G. | Journal of Risk Finance | 2005 |
Trenado, M., et al. | Computers and Industrial Engineering | 2014 |
Tsai, W.-H., Chou, W.-C., Hsu, W. | Journal of the Operational Research Society | 2009 |
Wang, S., Zhu, S. | Fuzzy Optimization and Decision Making | 2002 |
Watada, J. | Tatra Mountains Mathematical Publications | 1997 |
Wu, L.-C., Tsai, I.-C. | Journal of the Operational Research Society | 2014 |
Xu, Q., Jiang, C. and King, P. | conference paper | 2007 |
Zaloom, V., Tolga, A., Chu, H. | Computers & Industrial Engineering | 1986 |
Zopounidis, C., Doumpos, M., Pendaraki, K. | European Journal of Operational Research | 2005 |
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Colapinto, C., La Torre, D. & Aouni, B. Goal programming for financial portfolio management: a state-of-the-art review. Oper Res Int J 19, 717–736 (2019). https://doi.org/10.1007/s12351-017-0337-2
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DOI: https://doi.org/10.1007/s12351-017-0337-2