UDC 519.21
1 V.M. Glushkov Institute of Cybernetics, National Academy of Sciences of Ukraine, Kyiv, Ukraine
vlad00@ukr.net
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POLYHEDRAL COHERENT RISK MEASURE AND DISTRIBUTIONALLY
ROBUST PORTFOLIO OPTIMIZATION
Abstract. Polyhedral coherent risk measures and their worst-case constructions on an ambiguity set are considered.
For the case of a discrete distribution and a polyhedral ambiguity set calculating such risk measures is reduced
to linear programming problems. The distributionally robust portfolio optimization problems based
on the reward-risk ratio using worst-case constructions on the polyhedral ambiguity set for these risk measures
and average return are analyzed. They are reduced to the appropriate linear programming problems.
Keywords: coherent risk measure, polyhedral coherent risk measure, conditional value-at-risk, ambiguity set, distributionally robust optimization, optimized certainty equivalent, portfolio optimization, deviation measure.
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REFERENCES
- Delage E., Ye Y. Distributionally robust optimization under moment uncertainty with application to data-driven problems. Operations Research. 2010. Vol. 58, N 3. P. 595–612. https://doi.org/10.1287/opre.1090.0741.
- Wiesemann W., Kuhn D., Sim M. Distributionally robust convex optimization. Operations Research. 2014. Vol. 62, N 6. P. 1358–1376. https://doi.org/10.1287/opre.2014.1314.
- Shapiro A. Distributionally robust stochastic programming. SIAM Journal on Optimization. 2017. Vol. 27, N 4. P. 2258–2275. https://doi.org/10.1137/16M1058297.
- Mohajerin Esfahani P., Kuhn D. Data-driven distributionally robust optimization using the Wasserstein metric: performance guarantees and tractable reformulations. Mathematical Programming. 2018. Vol. 171, N 1–2. P. 115–166. https://doi.org/10.1007/s10107-017-1172-1.
- Bertsimas D., Sim M., Zhang M. Adaptive distributionally robust optimization. Management Science. 2018. Vol. 65, N 2. P. 604–618. https://doi.org/10.1287/mnsc.2017.2952.
- Lin F., Fang X., Gao Zh. Distributionally robust optimization: a review on theory and applications. Numerical Algebra, Control and Optimization. 2022. Vol. 12, N 1. P. 159–212. https://doi.org/10.3934/naco.2021057.
- Artzner P., Delbaen F., Eber J.M., Heath D. Coherent measures of risk. Mathematical Finance. 1999. Vol. 9, N 3. P. 203–228. https://doi.org/10.1111/1467-9965.00068.
- Rockafellar R.T. Convex analysis. Princeton: Princeton University Press, 1970. 451 p.
- Follmer H., Schied A. Convex measures of risk and trading constraints. Finance Stochastics. 2002. Vol. 6, N 4. P. 429–447. https://doi.org/10.1007/s007800200072.
- Shapiro A., Dentcheva D., Ruszczynski A. Lectures on stochastic programming. Modeling and theory. Philadelphia: SIAM, 2009. 436 p.
- Rockafellar R.T., Uryasev S. Conditional value-at-risk for general loss distribution. J. Banking and Finance. 2002. Vol. 26, N 7. Р. 1443–1471. https://doi.org/10.1016/S0378-4266(02)00271-6.
- Ben-Tal A.. Teboulle M., An old-new concept of convex risk measures: An optimized certainty equivalent, Mathematical Finance. 2007. Vol. 17, N 3. Р. 449–476. https://doi.org/10.1111/ j.1467-9965.2007.00311.x .
- Kirilyuk V.S. Risk measures in the form of infimal convolution. Cybernetics and System Analysis. 2021. Vol. 57, N 1. P. 30–46. https://doi.org/10.1007/s10559-021-00327-z.
- Kirilyuk V.S. The class of polyhedral coherent risk measures. Cybernetics and System Analysis. 2004. Vol. 40, N 4. P. 599–609. https://doi.org/10.1023/B:CASA.0000047881.82280.e2.
- Kirilyuk V.S. Risk measures in stochastic programming and robust optimization problems. Cybernetics and System Analysis. 2015. Vol. 51, N 6. P. 874–885. https://doi.org/10.1007/ s10559-015-9780-3.
- Kirilyuk V.S. Polyhedral coherent risk measures and robust optimization. Cybernetics and System Analysis. 2019. Vol. 55, N 6. P. 999–1008. https://doi.org/10.1007/s10559-019-00210-y.
- Rockafellar R.T., Uryasev S., Zabarankin M. Generalized deviations in risk analysis. Finance and Stochastics. 2006. Vol. 10, N 1. P. 51–74. https://doi.org/10.1007/s00780-005-0165-8.
- Markowitz H.M. Portfolio selection. Journal of Finance. 1952. Vol. 7, N 1. P. 77–91. https://doi.org/10.1111/j.1540-6261.1952.tb01525.x.
- Kirilyuk V.S. Polyhedral coherent risk measures and optimal portfolios on the reward-risk ratio. Cybernetics and System Analysis. 2014. Vol. 50, N 5. P. 724–740. https://doi.org/10.1007/s10559-014-9663-z.