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Asymptotic distribution of law-invariant risk functionals

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Abstract

Law-invariant or version-independent coherent risk or acceptability functionals do not explicitly depend on the underlying probability space and can be considered as functionals of the distribution function. In this paper, we consider estimates of these functionals based on the empirical distribution function and investigate their asymptotic properties.

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References

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

    Article  Google Scholar 

  2. Artzner, Ph.: Application of coherent risk measures to capital requirements in insurance. N. Am. Actuar. J. 3(2), 11–25 (1999)

    MATH  MathSciNet  Google Scholar 

  3. Artzner, Ph., Delbaen, F., Eber, J.-M., Heath, D.: Coherent measures of risk. Math. Financ. 9, 203–228 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  4. Brazauskas, V., Jones, B.L., Puri, M.L., Zitikis, R.: Estimating conditional tail expectations with actuarial applications in view. J. Stat. Plan. Inference 11, 3590–3604 (2008)

    Article  MathSciNet  Google Scholar 

  5. Cherny, A.S.: Weighted V@R and its properties. Finance Stoch. 10, 367–393 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  6. De Giorgi, E.G.: A note on portfolio selection under various risk measures. Available at SSRN: http://ssrn.com/abstract=762104, August 2002

  7. Fischer, T.: Coherent risk measures depending on one-sided moments. Working paper, http://www.ma.hw.ac.uk/~fischer/papers/cohigher.pdf (2001)

  8. Fischer, T.: Risk capital allocation by coherent risk measures based on one-sided moments. Insur. Math. Econ. 32, 135–146 (2002)

    Article  Google Scholar 

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

    Article  MATH  MathSciNet  Google Scholar 

  10. Galambos, J.: The Asymptotic Theory of Extreme Order Statistics, 2nd edn. Wiley, New York (1978)

    MATH  Google Scholar 

  11. Gouriéroux, C., Liu, W.: Sensitivity analysis of distortion risk measures. Working paper, available at www.chass.utoronto.ca/~weiliu/quantiletest5.pdf (2006)

  12. Gupta, P.L., Gupta, R.C.: Failure rate of the minimum and maximum of a multivariate normal distribution. Metrika 53, 39–49 (2001), (electronic)

    Article  MATH  MathSciNet  Google Scholar 

  13. Jarrow, R.: Put option premiums and coherent risk measures. Math. Financ. 12, 135–142 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  14. Jones, B.L., Zitikis, R.: Empirical estimation of risk measures and related quantities. N. Am. Actuar. J. 7(4), 44–54 (2003)

    MATH  MathSciNet  Google Scholar 

  15. Jones, B.L., Zitikis, R.: Risk measures, distortion parameters, and their empirical estimation. Insur. Math. Econ. 41, 279–297 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  16. Kusuoka, S.: On law invariant risk measures. Adv. Math. Econ. 3, 83–95 (2001)

    MathSciNet  Google Scholar 

  17. Lachout, P.: Sensitivity of stochastic programs by means of the infimum functional. In: Hušková, M., Janžura, M. (eds.) Proceedings of Prague Stochastics 2006, pp. 495–504. Matfyzpress, Praha (2006)

    Google Scholar 

  18. Larsen, K., Pirvu, T.A., Shreve, S.E., Tütüncü, R.: Satisfying convex risk limits by trading. Finance Stoch. 9, 177–195 (2005)

    Article  MATH  MathSciNet  Google Scholar 

  19. Mason, D.M.: Some characterizations of almost sure bounds for weighted multidimensional empirical distributions and a Glivenko–Cantelli theorem for sample quantiles. Z. Wahrscheinlichkeitstheor. Verw. Geb. 59, 505–513 (1982)

    Article  MATH  Google Scholar 

  20. Pflug, G.: On distortion functionals. Stat. Decis. 24, 45–60 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  21. Pflug, G.C.: Subdifferential representations of risk measures. Math. Program. Ser. B 108(2–3), 339–354 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  22. Pflug, G., Roemisch, W.: Modelling, Managing and Measuring Risk. World Scientific, Singapore (2007)

    Book  Google Scholar 

  23. Rockafellar, R.T., Uryasev, S., Zabarankin, M.: Generalized deviations in risk analysis. Finance Stoch. 10, 51–74 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  24. Römisch, W.: Delta method, infinite dimensional. In: Balakrishnan, N., Kotz, S., Read, C.B., Vidakovic, B. (eds.) Encyclopedia of Statistical Sciences, 2nd edn. Wiley, New York (2005)

    Google Scholar 

  25. Ruszczynski, A., Shapiro, A.: Optimization of convex risk functions. Math. Oper. Res. 31, 433–452 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  26. Scaillet, O.: Non-parametric estimation of conditional expected shortfall. Insur. Risk Manage. 72, 639–660 (2005)

    Google Scholar 

  27. Shabbir, A., Cakmak, U., Shapiro, A.: Coherent risk measures in inventory problems. Eur. J. Oper. Res. 182, 226–238 (2007)

    Article  MATH  Google Scholar 

  28. Shorack, G.R.: Functions of order statistics. Ann. Math. Stat. 43, 412–427 (1972)

    Article  MATH  MathSciNet  Google Scholar 

  29. Shorack, G.R., Wellner, J.A.: Empirical Processes with Applications to Statistics. Wiley, New York (1986)

    MATH  Google Scholar 

  30. Trindade, A.A., Giurcanu, M.: Establishing consistency of M-estimators under concavity with an application to some financial risk measures. J. Probab. Stat. Sci. 5, 123–136 (2007)

    MathSciNet  Google Scholar 

  31. van der Vaart, A.W.: Asymptotic Statistics. Cambridge University Press, Cambridge (1998)

    MATH  Google Scholar 

  32. van der Vaart, A.W., Wellner, J.A.: Weak Convergence and Empirical Processes with Applications to Statistics. Springer Series in Statistics. Springer, Berlin (2000)

    Google Scholar 

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Correspondence to Nancy Wozabal.

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Pflug, G., Wozabal, N. Asymptotic distribution of law-invariant risk functionals. Finance Stoch 14, 397–418 (2010). https://doi.org/10.1007/s00780-009-0121-0

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