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Robust optimal control for a consumption-investment problem

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Abstract

We give an explicit PDE characterization for the solution of the problem of maximizing the utility of both terminal wealth and intertemporal consumption under model uncertainty. The underlying market model consists of a risky asset, whose volatility and long-term trend are driven by an external stochastic factor process. The robust utility functional is defined in terms of a HARA utility function with risk aversion parameter 0 < α < 1 and a dynamically consistent coherent risk measure, which allows for model uncertainty in the distributions of both the asset price dynamics and the factor process. Ourmethod combines recent results by Wittmüß (Robust optimization of consumption with random endowment, 2006) on the duality theory of robust optimization of consumption with a stochastic control approach to the dual problem of determining a ‘worst-case martingale measure’.

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References

  • Barillas F, Hansen L, Sargent T (2007) Doubts or variability? Working paper, NYU

  • Burgert C, Rüschendorf L (2005) Optimal consumption strategies under model uncertainty. Stat Decis 23(1):1–14

    Article  MATH  Google Scholar 

  • Castañeda-Leyva N, Hernández-Hernández D (2005) Optimal consumption-investment problems in incomplete markets with stochastic coefficients. SIAM J Control Optim 44(4):1322–1344

    Article  MATH  MathSciNet  Google Scholar 

  • Fleming W, Hernández-Hernández D (2003) An optimal consumption model with stochastic volatility. Financ Stoch 7(2):245–262

    Article  MATH  Google Scholar 

  • Fleming W, Soner M (1993) Controlled Markov processes and viscosity solutions. Springer, New York

    MATH  Google Scholar 

  • Föllmer H (1972) The exit measure of a supermartingale. Z Wahrscheinlichkeitstheorie Verw Gebiete 21:154–166

    Article  Google Scholar 

  • Föllmer H (1973) On the representation of semimartingales. Ann Probab 1:580–589

    Article  MATH  Google Scholar 

  • Föllmer H, Gundel A (2006) Robust projections in the class of martingale measures. Ill J Math 50(2):439–472

    MATH  Google Scholar 

  • Föllmer H, Schied A (2004) Stochastic finance: an introduction in discrete time, vol 27, 2nd edn. de Gruyter Studies in Mathematics, Berlin

  • Fouque J-P, Papanicolaou G, Sircar KR (2000) Derivatives in financial markets with stochastic volatility. Cambridge University Press, Cambridge

    MATH  Google Scholar 

  • Friedman A (1975) Stochastic differential equations and applications. Academic, New York

    MATH  Google Scholar 

  • Gilboa I, Schmeidler D (1989) Maximin expected utility with non-unique prior. J Math Econ 18:141–153

    Article  MATH  MathSciNet  Google Scholar 

  • Gundel A (2005) Robust utility maximization for complete and incomplete market models. Financ Stoch 9(2):151–176

    Article  MATH  MathSciNet  Google Scholar 

  • Hernández-Hernández D, Schied A (2006) Robust utility maximization in a stochastic factor model. Stat Decis 24:109–125

    Article  MATH  Google Scholar 

  • Hernández-Hernández D, Schied A (2007) A control approach to robust utility maximization with logarithmic utility and time-consistent penalties. Stoch Proc Appl (in press)

  • Karatzas I, Žitković G (2003) Optimal consumption from investment and random endowment in incomplete semimartingale markets. Ann Probab 31(4):1821–1858

    Article  MATH  MathSciNet  Google Scholar 

  • Korn R, Menkens O (2005) Worst-case scenario portfolio optimization: a new stochastic control approach. Math Methods Oper Res 62(1):123–140

    Article  MATH  MathSciNet  Google Scholar 

  • Korn R, Steffensen M. On worst case portfolio optimization. TU Kaiserslautern. Preprint

  • Korn R, Wilmott P (2002) Optimal portfolios under the threat of a crash. Int J Theor Appl Financ 5(2):171–187

    Article  MATH  MathSciNet  Google Scholar 

  • Kramkov D, Schachermayer W (1999) The asymptotic elasticity of utility functions and optimal investment in incomplete markets. Ann Appl Probab 9(3):904–950

    Article  MATH  MathSciNet  Google Scholar 

  • Liptser RS, Shiryayev AN (1977) Statistics of random processes I: general theory. Springer, New York

    MATH  Google Scholar 

  • Quenez M-C (2004) Optimal portfolio in a multiple-priors model. Seminar on Stochastic Analysis, Random Fields and Applications IV, 291–321, Progr Probab, 58, Birkhäuser, Basel

  • Schied A (2005) Optimal investments for robust utility functionals in complete market models. Math Oper Res 30(3):750–764

    Article  MATH  MathSciNet  Google Scholar 

  • Schied A (2006) Risk measures and robust optimization problems. Stoch Models 22:753–831

    Article  MATH  MathSciNet  Google Scholar 

  • Schied A (2007) Optimal investments for risk- and ambiguity-averse preferences: a duality approach. Financ Stoch 11(1):107–129

    Article  MATH  MathSciNet  Google Scholar 

  • Schied A, Wu C-T (2005) Duality theory for optimal investments under model uncertainty. Stat Decis 23(3):199–217

    Article  MATH  MathSciNet  Google Scholar 

  • Talay D, Zheng Z (2002) Worst case model risk management. Financ Stoch 6:517–537

    Article  MATH  MathSciNet  Google Scholar 

  • Wittmüß W (2006) Robust optimization of consumption with random endowment. TU Berlin. Preprint

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Correspondence to Alexander Schied.

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A. Schied was supported by Deutsche Forschungsgemeinschaft through the SFB 649 “Economic Risk”.

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Schied, A. Robust optimal control for a consumption-investment problem. Math Meth Oper Res 67, 1–20 (2008). https://doi.org/10.1007/s00186-007-0172-y

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  • DOI: https://doi.org/10.1007/s00186-007-0172-y

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