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2013 | 42 | nr 4 | 855--871
Tytuł artykułu

Performance of Robust Portfolio Optimization in Crisis Periods

Treść / Zawartość
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
We examin empirical performances of two alternative robust optimization models, namely the worst-case conditional value-at-risk (worst-case CVaR) model and the nominal conditional value-at-risk (CVaR) model in crisis periods. Both models are based on historical value-at-risk methodology. These performances are compared by using a portfolio constructed on the basis of daily closing values of different stock indices in developed markets using data from 1990 to 2013. An empirical evidence is produced with RobustRisk software application. Both a Monte-Carlo simulation and an out-of-sample test show that robust optimization with worst-case CVaR model outperforms the nominal CVaR model in the crisis periods. However, the trade-off between model misspecification risk and return maximization depending on the market movements should be optimized in a robust model selection. (original abstract)
Rocznik
Tom
42
Numer
Strony
855--871
Opis fizyczny
Twórcy
  • Technical University Davutpasa, Istanbul, Turkey
autor
  • School of Management, Bradford University, UK
Bibliografia
  • Bertsimas, D., Brown, D.B. and Caramanis, C. (2011) Theory and applications of robust optimization. SIAM Review 53 (3): 464-501.
  • Chen C., and Kwon, R.H. (2012) Robust portfolio selection for index tracking. Computers and Operational Research 39 (4): 829-837.
  • Ellsberg, D. (1961) Risk, Ambiguity and the Savage Axioms. Quarterly Journal of Economics 75: 643-669.
  • Jacobson, D. (1973) Optimal stochastic linear systems with exponential performance criteria and their relation to deterministic differential games. IEEE Transactions on Automatic Control 18 (2): 124-131.
  • Kreps, D. M. and Porteus, E. L. (1978) Temporal resolution of uncertainty and dynamic choice theory. Econometrica 46 (1): 185-200.
  • Ozun, A. and Balcilar, M. (2013) "RobustRisk" for portfolio optimization. December 2013, online available on http://www.yarbis.yildiz.edu.tr/muhammetf-page21587.
  • Rockafellar R.T. and Uryasev, S. (2000) Optimization of conditional value-at-risk. The Journal of Risk 2 (3): 21-41.
  • Whittle, P. (1981) Risk-sensitive linear quadratic Gaussian control. Advances in Applied Probability 13: 764-777.
  • Zhu, S. and Fukushima, M. (2009)Worst-case conditional value-at-risk with application to robust portfolio management. Operations Research 57 (5): 1155-1168.
  • Zymler, S., Rustem, R. and Kuhn, D. (2011) Robust Portfolio Optimization with Derivative Insurance Guarantees. European Journal of Operational Research 210 (2): 410-424.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.ekon-element-000171432504

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