Saddlepoint approximation for moments of random variables

Kai ZHAO, Xue CHENG, Jingping YANG

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PDF(236 KB)
Front. Math. China ›› 2011, Vol. 6 ›› Issue (6) : 1265-1284. DOI: 10.1007/s11464-011-0128-7
RESEARCH ARTICLE
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(S-a)+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 Chin, 2011, 6(6): 1265‒1284 https://doi.org/10.1007/s11464-011-0128-7

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. Cambridge: Cambridge University Press, 2007
CrossRef Google scholar
[3]
Daniels H E. Saddlepoint approximations in statistics. Ann Math Statist, 1954, 25: 631-650
CrossRef Google scholar
[4]
Daniels H E. Tail probability approximations. Internat Statist Rev, 1987, 55(1): 37-88
CrossRef Google scholar
[5]
Embrechts P, Lindskog F, McNeil A. Modelling dependence with copulas and applications to risk management. In: Rachev S, ed. Handbook of Heavy Tailed Distributions in Finance. Amsterdam: Elsevier, 2003
CrossRef Google scholar
[6]
Gordy M. Saddlepoint approximation of credit risk. J Banking Finance2002, 26: 1335-1353
CrossRef Google scholar
[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. London: Kluwer Academic Publishers, 2001
[10]
Lugannani R, Rice S. Saddlepoint approximation for the distribution of the sum of independent random variables. Adv Appl Probab, 1980, 12: 475-490
CrossRef Google scholar
[11]
Martin R, Thompson K, Browne C. Taking to the saddle. In: Gordy M, ed. Credit Risk Modelling: The Cutting-edge Collection. London: Riskbooks, 2003
[12]
Reid N. Saddlepoint methods and Statistical Inference. Stat Sci, 1988, 3(2): 213-238
CrossRef Google scholar
[13]
Rogers L C G, Zane O. Saddlepoint approximations to option prices. Ann Appl Probab, 1999, 9(2): 493-503
CrossRef Google scholar
[14]
Studer M. Stochastic Taylor Expansions and Saddlepoint Approximations for Risk Management. <DissertationTip/>. Zürich: ETH Zürich, 2001
[15]
Yang Jingping, Hurd Tom, Zhang Xuping. Saddlepoint approximation method for pricing CDOs. J Comput Finance, 2006, 10(1): 1-20

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