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Worst case model risk management

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Author Info
Denis Talay () (INRIA, 2004 route des Lucioles, BP 93, 06902 Sophia Antipolis cedex, France Manuscript)
Ziyu Zheng () (INRIA, 2004 route des Lucioles, BP 93, 06902 Sophia Antipolis cedex, France Manuscript)

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Abstract

We are interested in model risk control problems. We study a strategy for the trader which, in a sense, guarantees good performances whatever is the unknown model for the assets of his/her portfolio. The trader chooses trading strategies to decrease the risk and therefore acts as a minimizer; the market systematically acts against the interest of the trader, so that we consider it acts as a maximizer. Thus we consider the model risk control problem as a two players (Trader versus Market) zero-sum stochastic differential game problem. Therefore our construction corresponds to a `worst case' worry and, in this sense, can be viewed as a continuous-time extension of discrete-time strategies based upon prescriptions issued from VaR analyses at the beginning of each period. In addition, the initial value of the optimal portfolio can be seen as the minimal amount of money which is needed to face the worst possible damage. We give a proper mathematical statement for such a game problem. We prove that the value function of this game problem is the unique viscosity solution to an Hamilton-Jacobi-Bellman-Isaacs (HJBI) equation, and satisfies the Dynamic Programming Principle.

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Publisher Info
Article provided by Springer in its journal Finance and Stochastics.

Volume (Year): 6 (2002)
Issue (Month): 4 ()
Pages: 517-537
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Handle: RePEc:spr:finsto:v:6:y:2002:i:4:p:517-537

Note: received: November 2000; final version received: February 2002
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Related research
Keywords: Model risk; stochastic differential game; Hamilton-Jacobi-Bellman-Isaacs equation;

Find related papers by JEL classification:
G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions

Cited by:
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  1. Alexander Schied, 2007. "Robust Optimal Control for a Consumption-investment Problem," SFB 649 Discussion Papers SFB649DP2007-026, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany. [Downloadable!]
  2. Alexander Schied, 2007. "Optimal investments for risk- and ambiguity-averse preferences: a duality approach," Finance and Stochastics, Springer, vol. 11(1), pages 107-129, January. [Downloadable!] (restricted)
    Other versions:
  3. Xiaoxian Ma & Qingzhen Zhao & Jilin Qu, 2008. "Robust portfolio optimization with a generalized expected utility model under ambiguity," Annals of Finance, Springer, vol. 4(4), pages 431-444, October. [Downloadable!] (restricted)
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