Robust multiobjective portfolio optimization: A minimax regret approach

An efficient frontier in the typical portfolio selection problem provides an illustrative way to express the tradeoffs between return and risk. Following the basic ideas of modern portfolio theory as introduced by Markowitz, security returns are usually extracted from past data. Our purpose in this paper is to incorporate future returns scenarios in the investment decision process. For representative points on the efficient frontier, the minimax regret portfolio is calculated, on the basis of the aforementioned scenarios. These points correspond to specific weight combinations. In this way, the areas of the efficient frontier that are more robust than others are identified. The underlying key-contribution is related to the extension of the conventional minimax regret criterion formulation, in multiobjective programming problems. The validity of the approach is verified through an illustrative empirical testing application on the Eurostoxx 50.

[1]  G. Guastaroba Portfolio Optimization: Scenario Generation, Models and Algorithms , 2010 .

[2]  Geng Deng,et al.  Robust portfolio optimization with Value-at-Risk-adjusted Sharpe ratios , 2013 .

[3]  Mustafa Ç. Pinar,et al.  Robust profit opportunities in risky financial portfolios , 2005, Oper. Res. Lett..

[4]  Bertrand Maillet,et al.  Global minimum variance portfolio optimisation under some model risk: A robust regression-based approach , 2015, Eur. J. Oper. Res..

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

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

[7]  Manuel Laguna,et al.  Minimising the maximum relative regret for linear programmes with interval objective function coefficients , 1999, J. Oper. Res. Soc..

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

[9]  L. J. Savage,et al.  The Foundations of Statistics , 1955 .

[10]  Amit Kanudia,et al.  Minimax regret strategies for greenhouse gas abatement: methodology and application , 1997, Oper. Res. Lett..

[11]  Arlen Khodadadi,et al.  Optimisation and quantitative investment management , 2006 .

[12]  Frank J. Fabozzi,et al.  What do robust equity portfolio models really do? , 2012, Annals of Operations Research.

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

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

[15]  Jörg Fliege,et al.  Robust multiobjective optimization & applications in portfolio optimization , 2014, Eur. J. Oper. Res..

[16]  Frank J. Fabozzi,et al.  Focusing on the worst state for robust investing , 2015 .

[17]  Matthias Ehrgott,et al.  Minmax robustness for multi-objective optimization problems , 2014, Eur. J. Oper. Res..

[18]  George Mavrotas,et al.  Multiobjective portfolio optimization with non-convex policy constraints: Evidence from the Eurostoxx 50 , 2014 .

[19]  Maria Grazia Scutellà,et al.  Robust portfolio asset allocation and risk measures , 2013, Ann. Oper. Res..

[20]  F. Fabozzi,et al.  Composition of robust equity portfolios , 2013 .

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

[22]  Tae-Hwan Kim,et al.  Robust estimation of covariance and its application to portfolio optimization , 2012 .

[23]  Jitka Dupacová,et al.  Robustness of optimal portfolios under risk and stochastic dominance constraints , 2014, Eur. J. Oper. Res..

[24]  R. S. Laundy,et al.  Multiple Criteria Optimisation: Theory, Computation and Application , 1989 .

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

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

[27]  Frank J. Fabozzi,et al.  Robust portfolios that do not tilt factor exposure , 2014, Eur. J. Oper. Res..

[28]  Robert J. Vanderbei,et al.  Robust Optimization of Large-Scale Systems , 1995, Oper. Res..

[29]  F. Fabozzi Robust Portfolio Optimization and Management , 2007 .

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

[31]  S. Hodges,et al.  Problems in the application of portfolio selection models , 1976 .

[32]  Raphael Andreas Hauser,et al.  Relative Robust Portfolio Optimization , 2013, 1305.0144.

[33]  A Gerodimos,et al.  Robust Discrete Optimization and its Applications , 1996, J. Oper. Res. Soc..

[34]  S. Zenios,et al.  Robust optimization models for managing callable bond portfolios , 1996 .

[35]  Javier F. Pena,et al.  Optimization Methods in Finance: Stochastic programming: theory and algorithms , 2006 .

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