Abstract
For many problems in reliability and optimization it is necessary to calculate the probabilities of large deviations of normal random vectors. Using the structure of the normal probability density it is possible to derive simple asymptotic approximations for such integrals. Here three types of such approximations are described: approximations for the logarithm of the probabilities, approximations for the probabilities and asymptotic expansions for them.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
H. Birndt and W.-D. Richter. Vergleichende Betrachtungen zur Bestimmung des asymptotischen Verhaltens mehrdimensionaler Laplace-Gauß-Integrale. Zeitschrift für Analysis und ihre Anwendunge., 4(3):269–276, 1985.
N. Bleistein and R.A. Handelsman. Asymptotic Expansions of Integrals. Dover Publications Inc., New York, 1986.
K. Breitung. Asymptotic approximations for multinormal integrals. Journal of the Engineering Mechanics Division ASC., 110(3):357–366, 1984.
K. Breitung. Asymptotic crossing rates for stationary Gaussian vector processes. Stochastic Processes and Application., 29:195–207, 1988.
K. Breitung. The extreme value distribution of non-stationary vector processes. In A. H.-S. Ang, M. Shinozuka, and G.I. Schuëller, editors, Proceed-ings of ICOSSAR ’89 5th InVl Conf on structural safety and reliabilit., volume II, pages 1327–1332. American Society of Civil Engineers, 1990.
K. Breitung. Probability approximations by log likelihood maximization. Journal of the Engineering Mechanics Division ASC., 117(3):457–477, 1991.
K. Breitung. Crossing rates of Gaussian vector processes. In Transactions of the 11th Prague Conference on Information Theory, Statistical Decision Functions and Random Processes 199., volume I, pages 303–314, Prague, Czech. Rep., 1992. Academia.
K. Breitung. Asymptotic Approximations for Probability Integrals. Springer, New York, 1994. to appear.
K. Breitung and M. Hohenbichler. Asymptotic approximations for multivariate integrals with an application to multinormal probabilities. Journal of Multivariate Analysi., 30:80–97, 1989.
K. Breitung and W.-D. Richter. An asymptotic expansion fot large deviation probabilities of Gaussian random vectors. Journal of Multivariate Analysi., 1993. submitted.
A.M. Freudenthal. Safety and the probability of structural failure. Trans-actions of the ASC., 121:1337–1397, 1956.
A.M. Hasofer and N.C. Lind. An exact and invariant first-order reliability format. Journal of the Engineering Mechanics Division ASC., 100(1):111–121, 1974.
M.A. Maes, K. Breitung, and D.J. Dupuis. Asymptotic importance sampling. Structural Safet., 1993. to appear.
M.A. Maes, K. Breitung, and P. Geyskens. Asymptotic importance sampling. In Y.K. Lin, editor, Probabilistic Mechanics and Structural and Geotechnical Reliability, Proceedings of the sixth specialty conferenc., pages 96–99. American Society of Civil Engineers, 1992.
W.-D. Richter. Laplace-Gauss integrals, Gaussian measure asymptotic behavior and probabilities of moderate deviations. Zeitschrift für Analysis und ihre Anwendunge., 4(3):257–267, 1985.
W.-D. Richter. Remarks on moderate deviations in the multidimensional central limit theorem. Mathematische Nachrichte., 122:167–173, 1985.
R. Wong. Asymptotic Approximations of Integrals. Academic Press, San Diego, 1989.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1995 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Breitung, K. (1995). Types of Asymptotic Approximations for Normal Probability Integrals. In: Marti, K., Kall, P. (eds) Stochastic Programming. Lecture Notes in Economics and Mathematical Systems, vol 423. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-88272-2_1
Download citation
DOI: https://doi.org/10.1007/978-3-642-88272-2_1
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-58996-9
Online ISBN: 978-3-642-88272-2
eBook Packages: Springer Book Archive