Saddlepoint approximation for moments of random variables

Kai Zhao , Xue Cheng , Jingping Yang

Front. Math. China ›› 2011, Vol. 6 ›› Issue (6) : 1265 -1284.

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Front. Math. China ›› 2011, Vol. 6 ›› Issue (6) : 1265 -1284. DOI: 10.1007/s11464-011-0128-7
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RESEARCH ARTICLE

Saddlepoint approximation for moments of random variables

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Abstract

In this paper, we introduce a saddlepoint approximation method for higher-order moments like E(Sa)+ m, a>0, where the random variable S in these expectations could be a single random variable as well as the average or sum of some i.i.d random variables, and a > 0 is a constant. Numerical results are given to show the accuracy of this approximation method.

Keywords

Saddlepoint approximation / higher moments / sum of i.i.d. random variables

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Kai Zhao, Xue Cheng, Jingping Yang. Saddlepoint approximation for moments of random variables. Front. Math. China, 2011, 6(6): 1265-1284 DOI:10.1007/s11464-011-0128-7

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References

[1]

Barndorff-Nielsen O., Cox D. R. Edgeworth and saddle-point approximations with statistical applications. J R Statist Soc B, 1979, 41 3 279-312

[2]

Butler R. W. Saddle-point Approximations with Applications, 2007, Cambridge: Cambridge University Press

[3]

Daniels H. E. Saddlepoint approximations in statistics. Ann Math Statist, 1954, 25, 631-650

[4]

Daniels H. E. Tail probability approximations. Internat Statist Rev, 1987, 55 1 37-88

[5]

Embrechts P., Lindskog F., McNeil A. Rachev S. Modelling dependence with copulas and applications to risk management. Handbook of Heavy Tailed Distributions in Finance, 2003, Amsterdam: Elsevier.

[6]

Gordy M. Saddlepoint approximation of credit risk. J Banking Finance, 2002, 26, 1335-1353

[7]

Huang X. Higher-order saddlepoint approximations in the Vasicek portfolio credit loss model. J Comput Finance, 2009, 11 1 93-113

[8]

Huang X, Oosterlee C W. Saddlepoint approximations for expectations. Preprint, 2009

[9]

Kaas R., Goovaerts M., Dhaene J., Denuit M. Modern Actuarial Risk Theory, 2001, London: Kluwer Academic Publishers.

[10]

Lugannani R., Rice S. Saddlepoint approximation for the distribution of the sum of independent random variables. Adv Appl Probab, 1980, 12, 475-490

[11]

Martin R., Thompson K., Browne C. Gordy M. Taking to the saddle. Credit Risk Modelling: The Cutting-edge Collection, 2003, London: Riskbooks.

[12]

Reid N. Saddlepoint methods and Statistical Inference. Stat Sci, 1988, 3 2 213-238

[13]

Rogers L. C. G., Zane O. Saddlepoint approximations to option prices. Ann Appl Probab, 1999, 9 2 493-503

[14]

Studer M. Stochastic Taylor Expansions and Saddlepoint Approximations for Risk Management, 2001, Zürich: ETH Zürich.

[15]

Yang J., Hurd T., Zhang Xuping. Saddlepoint approximation method for pricing CDOs. J Comput Finance, 2006, 10 1 1-20

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