A novel two-phase robust portfolio selection and optimization approach under uncertainty: A case study of Tehran stock exchange

Portfolio construction is one of the most critical problems in financial markets. In this paper, a new two-phase robust portfolio selection and optimization approach is proposed to deal with the uncertainty of the data, increasing the robustness of investment process against uncertainty, decreasing computational complexity, and comprehensive assessments of stocks from different financial aspects and criteria are provided. In the first phase of this approach, all candidate stocks’ efficiency is measured using a robust data envelopment analysis (RDEA) method. Then in the second phase, by applying robust mean-semi variance-liquidity (RMSVL) and robust mean-absolute deviation-liquidity (RMADL) models, the amount of investment in each qualified stock is determined. Finally, the proposed approach is implemented in a real case study of the Tehran stock exchange (TSE). Additionally, a sensitivity analysis of all robust models of this study is examined. Illustrative results show that the proposed approach is effective for portfolio selection and optimization in the presence of uncertain data.

[1]  M. Farrell The Measurement of Productive Efficiency , 1957 .

[2]  B. Halldórsson,et al.  An Interior-Point Method for a Class of Saddle-Point Problems , 2003 .

[3]  Xiang Li,et al.  Portfolio selection problems with Markowitz’s mean–variance framework: a review of literature , 2018, Fuzzy Optim. Decis. Mak..

[4]  Dessislava A. Pachamanova,et al.  A robust optimization approach to asset-liability management under time-varying investment opportunities , 2013 .

[5]  Seyed Jafar Sadjadi,et al.  Data envelopment analysis with uncertain data: An application for Iranian electricity distribution companies , 2008 .

[6]  Armin Jabbarzadeh,et al.  Dynamic supply chain network design for the supply of blood in disasters: A robust model with real world application , 2014 .

[7]  Mostafa Mardani,et al.  Measuring technical efficiency of potato production in Iran using robust data envelopment analysis , 2015 .

[8]  Amir Abbas Najafi,et al.  Robust goal programming for multi-objective portfolio selection problem , 2013 .

[9]  Nalan Gülpinar,et al.  A robust asset–liability management framework for investment products with guarantees , 2016, OR Spectr..

[10]  Reha H. Tütüncü,et al.  Robust Asset Allocation , 2004, Ann. Oper. Res..

[11]  Xiaoxia Huang,et al.  A review of credibilistic portfolio selection , 2009, Fuzzy Optim. Decis. Mak..

[12]  Vishal Gupta,et al.  Data-driven robust optimization , 2013, Math. Program..

[13]  Hashem Omrani,et al.  An integrated multi response Taguchi- neural network- robust data envelopment analysis model for CO2 laser cutting , 2019, Measurement.

[14]  Aparna Mehra,et al.  Omega-CVaR portfolio optimization and its worst case analysis , 2017, OR Spectr..

[15]  Mehdi Toloo,et al.  A new robust optimization approach to common weights formulation in DEA , 2020, J. Oper. Res. Soc..

[16]  Berç Rustem,et al.  Robust Optimization of Currency Portfolios , 2011 .

[17]  Seyed Gholamreza Jalali Naini,et al.  A Two-Stage DEA to Analyze the Effect of Entrance Deregulation on Iranian Insurers: A Robust Approach , 2012 .

[18]  Laurent El Ghaoui,et al.  Worst-Case Value-At-Risk and Robust Portfolio Optimization: A Conic Programming Approach , 2003, Oper. Res..

[19]  Matthias Ehrgott,et al.  Uncertain Data Envelopment Analysis , 2018, Eur. J. Oper. Res..

[20]  Gautam Mitra,et al.  Investigating the effectiveness of robust portfolio optimization techniques , 2011 .

[21]  Ying Yuan,et al.  Robust Multi-Period Portfolio Model Based on Prospect Theory and ALMV-PSO Algorithm , 2014, Expert Syst. Appl..

[22]  Madjid Tavana,et al.  Robust efficiency measurement with common set of weights under varying degrees of conservatism and data uncertainty , 2016 .

[23]  Reza Farzipoor Saen,et al.  Future planning for benchmarking and ranking sustainable suppliers using goal programming and robust double frontiers DEA , 2017 .

[24]  A. Stuart,et al.  Portfolio Selection: Efficient Diversification of Investments , 1959 .

[25]  Tao Yao,et al.  A robust mean absolute deviation model for portfolio optimization , 2011, Comput. Oper. Res..

[26]  Frank J. Fabozzi,et al.  Recent Developments in Robust Portfolios with a Worst-Case Approach , 2014, J. Optim. Theory Appl..

[27]  Peijun Guo,et al.  Portfolio selection based on fuzzy probabilities and possibility distributions , 2000, Fuzzy Sets Syst..

[28]  Mohsen Gharakhani,et al.  A robust DEA model for measuring the relative efficiency of Iranian high schools , 2011 .

[29]  Josef Jablonsky,et al.  A new robust DEA model and super-efficiency measure , 2017 .

[30]  Alireza Arshadi Khamseh,et al.  Supply chain performance evaluation using robust data envelopment analysis , 2015 .

[31]  Frank J. Fabozzi,et al.  Robust portfolios: contributions from operations research and finance , 2010, Ann. Oper. Res..

[32]  H. Konno,et al.  Mean-absolute deviation portfolio optimization model and its applications to Tokyo stock market , 1991 .

[33]  Fouad Ben Abdelaziz,et al.  Multi-objective stochastic programming for portfolio selection , 2007, Eur. J. Oper. Res..

[34]  Ali Bozorgi-Amiri,et al.  Estimation of efficiency scores with perturbation in data: an application for provincial gas companies in Iran , 2017 .

[35]  M. Namakshenas,et al.  Event-driven and Attribute-driven Robustness , 2017 .

[36]  Amir Abbas Najafi,et al.  Robust Optimization in Portfolio Selection by m-MAD Model Approach , 2018 .

[37]  Chen Chen,et al.  Robust portfolio selection for index tracking , 2012, Comput. Oper. Res..

[38]  Ali Bonyadi Naeini,et al.  A robust hybrid artificial neural network double frontier data envelopment analysis approach for assessing sustainability of power plants under uncertainty , 2019, Expert Syst. J. Knowl. Eng..

[39]  Allen L. Soyster,et al.  Technical Note - Convex Programming with Set-Inclusive Constraints and Applications to Inexact Linear Programming , 1973, Oper. Res..

[40]  Arash Alizadeh,et al.  HSE risk prioritization using robust DEA-FMEA approach with undesirable outputs: A study of automotive parts industry in Iran , 2018 .

[41]  Maziar Salahi,et al.  Robust portfolio selection with polyhedral ambiguous inputs , 2017 .

[42]  Constantin Zopounidis,et al.  Multiple criteria decision aiding for finance: An updated bibliographic survey , 2015, Eur. J. Oper. Res..

[43]  Chao Lu,et al.  A second-order cone programming based robust data envelopment analysis model for the new-energy vehicle industry , 2020, Ann. Oper. Res..

[44]  A. Makui,et al.  A Robust Knapsack Based Constrained Portfolio Optimization , 2020 .

[45]  Vittaldas V. Prabhu,et al.  Evaluation and monitoring of community youth prevention programs using a robust productivity index , 2019 .

[46]  Desheng Dash Wu,et al.  Risk-Based Robust Evaluation of Hospital Efficiency , 2019, IEEE Systems Journal.

[47]  Adel Hatami-Marbini,et al.  Consistent and robust ranking in imprecise data envelopment analysis under perturbations of random subsets of data , 2014, OR Spectr..

[48]  Mohsen Rostamy-Malkhalifeh,et al.  Fuzzy data envelopment analysis: An adjustable approach , 2019, Expert Syst. Appl..

[49]  Peykani Pejman,et al.  Utilizing Robust Data Envelopment Analysis Model for Measuring Efficiency of Stock, A case study: Tehran Stock Exchange , 2016 .

[50]  Ahmad Makui,et al.  A portfolio selection model based on the knapsack problem under uncertainty , 2019, PloS one.

[51]  Maria Grazia Speranza,et al.  Twenty years of linear programming based portfolio optimization , 2014, Eur. J. Oper. Res..

[52]  Lei Wang,et al.  Robust portfolio selection under norm uncertainty , 2016 .

[53]  Chung-Cheng Lu Robust data envelopment analysis approaches for evaluating algorithmic performance , 2015, Comput. Ind. Eng..

[54]  Anna Grazia Quaranta,et al.  Robust optimization of conditional value at risk and portfolio selection , 2008 .

[55]  Donya Rahmani,et al.  A constrained multi-period robust portfolio model with behavioral factors and an interval semi-absolute deviation , 2020, J. Comput. Appl. Math..

[56]  Ehram Safari,et al.  Robust optimization framework for cardinality constrained portfolio problem , 2012, Appl. Soft Comput..

[57]  Jia Liu,et al.  Time consistent multi-period robust risk measures and portfolio selection models with regime-switching , 2018, Eur. J. Oper. Res..

[58]  Mohammad Bagher Fakhrzad,et al.  A Robust Two-stage Data Envelopment Analysis Model for Measuring Efficiency: Considering Iranian Electricity Power Production and Distribution Processes , 2016 .

[59]  Mir Saman Pishvaee,et al.  A robust optimization approach to closed-loop supply chain network design under uncertainty , 2011 .

[60]  Ali Emrouznejad,et al.  A survey and analysis of the first 40 years of scholarly literature in DEA: 1978–2016 , 2018 .

[61]  Donald Goldfarb,et al.  Robust Portfolio Selection Problems , 2003, Math. Oper. Res..

[62]  Reza Tavakkoli-Moghaddam,et al.  Application of robust optimization for a product portfolio problem using an invasive weed optimization algorithm , 2019, Numerical Algebra, Control & Optimization.

[63]  Mohammad Javad Esfahani,et al.  A robust AHP-DEA method for measuring the relative efficiency: An application of airport industry , 2012 .

[64]  Wei Chen,et al.  Robust portfolio selection based on asymmetric measures of variability of stock returns , 2009, J. Comput. Appl. Math..

[65]  Frank J. Fabozzi,et al.  Recent advancements in robust optimization for investment management , 2018, Ann. Oper. Res..

[66]  Ahmad Makui,et al.  An interactive robust data envelopment analysis model for determining alternative targets in Iranian electricity distribution companies , 2011, Expert Syst. Appl..

[67]  Emmanuel Kwasi Mensah Robust data envelopment analysis via ellipsoidal uncertainty sets with application to the Italian banking industry , 2020, Decisions in Economics and Finance.

[68]  S. J. Sadjadi,et al.  A robust super-efficiency data envelopment analysis model for ranking of provincial gas companies in Iran , 2011, Expert Syst. Appl..

[69]  Xun Li,et al.  Data-driven robust mean-CVaR portfolio selection under distribution ambiguity , 2018, Quantitative Finance.

[70]  Seyed Jafar Sadjadi,et al.  Linguistic Z-number weighted averaging operators and their application to portfolio selection problem , 2020, PloS one.

[71]  Gerhard-Wilhelm Weber,et al.  Stability advances in robust portfolio optimization under parallelepiped uncertainty , 2019, Central Eur. J. Oper. Res..

[72]  Chao Shang,et al.  Data-driven robust optimization based on kernel learning , 2017, Comput. Chem. Eng..

[73]  Pejman Peykani,et al.  Stock Evaluation under Mixed Uncertainties Using Robust DEA Model , 2019 .

[74]  Seyed Jafar Sadjadi,et al.  Robust network data envelopment analysis approach to evaluate the efficiency of regional electricity power networks under uncertainty , 2017, PloS one.

[75]  Dimitris Bertsimas,et al.  Robust option pricing , 2014, Eur. J. Oper. Res..

[76]  Seyed Jafar Sadjadi,et al.  A bootstrapped robust data envelopment analysis model for efficiency estimating of telecommunication companies in Iran , 2010 .

[77]  Mir Saman Pishvaee,et al.  Robust possibilistic programming for socially responsible supply chain network design: A new approach , 2012, Fuzzy Sets Syst..

[78]  Masao Fukushima,et al.  Worst-Case Conditional Value-at-Risk with Application to Robust Portfolio Management , 2009, Oper. Res..

[79]  Dick den Hertog,et al.  A practical guide to robust optimization , 2015, 1501.02634.

[80]  Nazila Aghayi,et al.  Efficiency measurement of DMUs with undesirable outputs under uncertainty based on the directional distance function: Application on bank industry , 2016 .

[81]  Ken Darby-Dowman,et al.  Robust optimization and portfolio selection: The cost of robustness , 2011, Eur. J. Oper. Res..

[82]  Nalan Gülpınar,et al.  Robust portfolio allocation under discrete asset choice constraints , 2011 .

[83]  Zhi Zhou,et al.  Robust Planning Decision Model for an Integrated Water System , 2017 .

[84]  Mohsen Rostamy-Malkhalifeh,et al.  A novel fuzzy data envelopment analysis based on robust possibilistic programming: possibility, necessity and credibility-based approaches , 2018, RAIRO Oper. Res..

[85]  Arkadi Nemirovski,et al.  Robust Modeling of Multi-Stage Portfolio Problems , 2000 .

[86]  Amir Abbas Najafi,et al.  IDEAL AND ANTI-IDEAL COMPROMISE PROGRAMMING FOR ROBUST Bi-OBJECTIVE PORTFOLIO SELECTION PROBLEM , 2015 .

[87]  Berç Rustem,et al.  Robust international portfolio management , 2012, Comput. Manag. Sci..

[88]  Melvyn Sim,et al.  The Price of Robustness , 2004, Oper. Res..

[89]  Hideki Katagiri,et al.  Robust-based interactive portfolio selection problems with an uncertainty set of returns , 2013, Fuzzy Optim. Decis. Mak..

[90]  Ruiyue Lin,et al.  Directional distance based diversification super-efficiency DEA models for mutual funds , 2020 .

[91]  Frank J. Fabozzi,et al.  60 Years of portfolio optimization: Practical challenges and current trends , 2014, Eur. J. Oper. Res..

[92]  Mehdi Toloo,et al.  Robust Russell and enhanced Russell measures in DEA , 2018, J. Oper. Res. Soc..

[93]  Dimitris Bertsimas,et al.  Robust multiperiod portfolio management in the presence of transaction costs , 2008, Comput. Oper. Res..

[94]  Mohsen Rostamy-Malkhalifeh,et al.  Measuring Productivity Changes of Hospitals in Tehran: The Fuzzy Malmquist Productivity Index , 2018 .

[95]  Mehdi Toloo,et al.  Robust optimization with nonnegative decision variables: A DEA approach , 2019, Comput. Ind. Eng..

[96]  Boaz Golany,et al.  Foundations of data envelopment analysis for Pareto-Koopmans efficient empirical production functions , 1985 .

[97]  Adel Hatami-Marbini,et al.  A robust optimization approach for imprecise data envelopment analysis , 2010, Comput. Ind. Eng..

[98]  A. Charnes,et al.  Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis , 1984 .

[99]  Jia Liu,et al.  Closed-Form Optimal Portfolios of Distributionally Robust Mean-CVaR Problems with Unknown Mean and Variance , 2019 .

[100]  Ai-fan Ling,et al.  Robust portfolio selection involving options under a " marginal+joint " ellipsoidal uncertainty set , 2012, J. Comput. Appl. Math..

[101]  Arkadi Nemirovski,et al.  Robust solutions of Linear Programming problems contaminated with uncertain data , 2000, Math. Program..

[102]  Emad Roghanian,et al.  An empirical study of Iranian regional airports using robust data envelopment analysis , 2010 .

[103]  Xiaoxia Huang,et al.  Fuzzy chance-constrained portfolio selection , 2006, Appl. Math. Comput..

[104]  Mohsen Rostamy-Malkhalifeh,et al.  Fuzzy Data Envelopment Analysis Approach for Ranking of Stocks with an Application to Tehran Stock Exchange , 2019 .

[105]  Ali Emrouznejad,et al.  Evaluation of research in efficiency and productivity: A survey and analysis of the first 30 years , 2008 .

[106]  Fenghua Wen,et al.  Robust CVaR-based portfolio optimization under a genal affine data perturbation uncertainty set , 2014 .

[107]  Mostafa Mardani Najafabadi,et al.  Robust data envelopment analysis with Monte Carlo simulation model for optimization the energy consumption in agriculture , 2020, Energy Sources, Part A: Recovery, Utilization, and Environmental Effects.

[108]  Madjid Tavana,et al.  A Malmquist Productivity Index with Directional Distance Function and Uncertain Data , 2018, Scientia Iranica.

[109]  Cécile Murat,et al.  Recent advances in robust optimization: An overview , 2014, Eur. J. Oper. Res..

[110]  H. Omrani,et al.  Common weights data envelopment analysis with uncertain data: A robust optimization approach , 2013, Comput. Ind. Eng..

[111]  Ping Li,et al.  Portfolio optimization using asymmetry robust mean absolute deviation model , 2016 .

[112]  Aparna Mehra,et al.  Robust reward-risk ratio portfolio optimization , 2019, Int. Trans. Oper. Res..

[113]  Chen Chen,et al.  Robust multiobjective portfolio optimization: a set order relations approach , 2018, J. Comb. Optim..

[114]  A. U.S.,et al.  Measuring the efficiency of decision making units , 2003 .

[115]  Mohsen Rostamy-Malkhalifeh,et al.  Data envelopment analysis and robust optimization: A review , 2020, Expert Syst. J. Knowl. Eng..

[116]  Seyed Jafar Sadjadi,et al.  Data envelopment analysis under uncertainty: A case study from public healthcare , 2012 .

[117]  Masahiro Inuiguchi,et al.  Multiobjective credibilistic portfolio selection model with fuzzy chance-constraints , 2013, Inf. Sci..