Skip to main content
Log in

On Coherent Risk Measures Induced by Convex Risk Measures

  • Published:
Methodology and Computing in Applied Probability Aims and scope Submit manuscript

Abstract

We study the close relationship between coherent risk measures and convex risk measures. Inspired by the obtained results, we propose a class of coherent risk measures induced by convex risk measures. The robust representation and minimization problem of the induced coherent risk measure are investigated. A new coherent risk measure, the Entropic Conditional Value-at-Risk (ECVaR), is proposed as a special case. We show how to apply the induced coherent risk measure to realistic portfolio selection problems. Finally, by comparing its out-of-sample performance with that of CVaR, entropic risk measure, as well as entropic value-at-risk, we carry out a series of empirical tests to demonstrate the practicality and superiority of the ECVaR measure in optimal portfolio selection.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Acerbi C (2002) Spectral measures of risk: a coherent representation of subjective risk aversion. J Bank Financ 26:1505–1518

    Article  Google Scholar 

  • Acerbi Tasche D (2002) On the coherence of expected shortfall. J Bank Financ 26:1487–1503

    Article  Google Scholar 

  • Ahmadi-Javid A (2012) Entropic value-at-risk: a new coherent risk measure. J Optim Theory App 155:1105–1123

    Article  MathSciNet  MATH  Google Scholar 

  • Artzner P (1999) Application of coherent risk measures to capital requirements in insurance. N Am Actuar J 3:11–25

    Article  MathSciNet  MATH  Google Scholar 

  • Artzner P, Delbaen F, Eber JM, Heath D (1999) Coherent measures of risk. Math Financ 9:203–228

    Article  MathSciNet  MATH  Google Scholar 

  • Bellini F, Rosazza Gianin E (2008) On Haezendonck risk measures. J Bank Financ 32:986–994

    Article  MATH  Google Scholar 

  • Bellini F, Klar B, Müller A, Rosazza Gianin E (2014) Generalized quantiles as risk measures. Insur Math Econ 54:41–48

    Article  MathSciNet  MATH  Google Scholar 

  • Ben-Tal A, Teboulle M (2007) An old-new concept of convex risk measures: an optimized certainty equivalent. Math Financ 17:449–476

    Article  MathSciNet  MATH  Google Scholar 

  • Canakgoz NA, Beasley JE (2009) Mixed-integer programming approaches for index tracking and enhanced indexation. Eur J Oper Res 196:384–399

    Article  MathSciNet  MATH  Google Scholar 

  • Chen ZP, Wang Y (2008) Two-sided coherent risk measures and their application in realistic portfolio optimization. J Bank Financ 32:2667–2673

    Article  Google Scholar 

  • Delbaen F (2002) Coherent risk measures on general probability spaces. In: Advances in finance and stochastics. Essays in Honour of Dieter Sondermann. Springer, pp 1–37

  • Drapeau S, Kupper M (2013) Risk preferences and their robust representation. Math Oper Res 38(1):28–62

    Article  MathSciNet  MATH  Google Scholar 

  • Eichhorn A, Römisch W (2005) Polyhedral measures of risk in stochastic programming. SIAM J Optim 16:69–95

    Article  MathSciNet  MATH  Google Scholar 

  • Fischer T (2003) Risk capital allocation by coherent risk measures based on one-sided moments. Insur Math Econ 32:135–146

    Article  MathSciNet  MATH  Google Scholar 

  • Föllmer H, Schied A (2002) Convex measures of risk and trading constraints. Financ Stoch 6:429–447

    Article  MathSciNet  MATH  Google Scholar 

  • Föllmer H, Schied A (2010) Convex and coherent risk measures. In: Cont R (ed) Encyclopedia of quantitative finance. Wiley, pp 1200–1204

  • Föllmer H, Schied A (2011) Stochastic finance–an introduction in discrete time. Walter de Gruyter and Co., Berlin

    Book  MATH  Google Scholar 

  • Föllmer H, Knispel T (2011) Entropic risk measures: coherence vs. convexity, model ambiguity, and robust large deviations. Stoch Dynam 11:333–351

    Article  MathSciNet  MATH  Google Scholar 

  • Fritelli M, Rosazza Gianin E (2002) Putting order in risk measures. J Bank Financ 26:1473–1486

    Article  Google Scholar 

  • Guastaroba G, Mansini R, Speranza MG (2009) On the effectiveness of scenario generation techniques in single-period portfolio optimization. Eur J Oper Res 192:500–511

    Article  MathSciNet  MATH  Google Scholar 

  • Krokhmal P (2007) Higher moment coherent risk measures. Quant Financ 7:373–387

    Article  MathSciNet  MATH  Google Scholar 

  • Krzemienowski A (2009) Risk preference modeling with conditional average: an application to portfolio optimization. Ann Oper Res 165:67–95

    Article  MathSciNet  MATH  Google Scholar 

  • Laeven RJA, Stadje MA (2013) Entropy coherent and entropy convex measures of risk. Math Oper Res 38:265–293

    Article  MathSciNet  MATH  Google Scholar 

  • Rockafellar RT, Uryasev SP (2002) Conditional value-at-risk for general loss distributions. J Bank Financ 26:1443–1471

    Article  Google Scholar 

  • Wang S, Young V, Panjer H (1997) Axiomatic characterization of insurance prices. Insur Math Econ 21:173–183

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgements

This work was supported by the National Natural Science Foundation of China (Grant Numbers 71371152 and 11571270). The authors are grateful to the anonymous reviewers and the editor for their constructive comments, which have helped us to improve the paper significantly in both content and style.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Zhiping Chen.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Chen, Z., Hu, Q. On Coherent Risk Measures Induced by Convex Risk Measures. Methodol Comput Appl Probab 20, 673–698 (2018). https://doi.org/10.1007/s11009-017-9584-1

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11009-017-9584-1

Keywords

Mathematics Subject Classification (2010)

Navigation