Hostname: page-component-76fb5796d-22dnz Total loading time: 0 Render date: 2024-04-25T23:24:09.723Z Has data issue: false hasContentIssue false

Asymptotic behavior of tail and local probabilities for sums of subexponential random variables

Published online by Cambridge University Press:  14 July 2016

Kai W. Ng*
Affiliation:
University of Hong Kong
Qihe Tang*
Affiliation:
University of Amsterdam
*
Postal address: Department of Statistics and Actuarial Science, University of Hong Kong, Pokfulam Road, Hong Kong. Email address: kaing@hku.hk
∗∗ Postal address: Department of Quantitative Economics, University of Amsterdam, Roetersstraat 11, 1018 WB Amsterdam, The Netherlands. Email address: q.tang@uva.nl

Abstract

Let {X k , k ≥ 1} be a sequence of independently and identically distributed random variables with common subexponential distribution function concentrated on (−∞, ∞), and let τ be a nonnegative and integer-valued random variable with a finite mean and which is independent of the sequence {X k , k ≥ 1}. This paper investigates asymptotic behavior of the tail probabilities P(· > x) and the local probabilities P(x < · ≤ x + h) of the quantities and for n ≥ 1, and their randomized versions X (τ), S τ and S (τ), where X 0 = 0 by convention and h > 0 is arbitrarily fixed.

Type
Research Papers
Copyright
Copyright © Applied Probability Trust 2004 

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Asmussen, S., Foss, S., and Korshunov, D. (2003). Asymptotics for sums of random variables with local subexponential behaviour. J. Theoret. Prob. 16, 489518.CrossRefGoogle Scholar
Asmussen, S. et al. (2002). A local limit theorem for random walk maxima with heavy tails. Statist. Prob. Lett. 56, 399404.CrossRefGoogle Scholar
Athreya, K. B., and Ney, P. E. (1972). Branching Processes. Springer, New York.CrossRefGoogle Scholar
Bertoin, J., and Doney, R. A. (1994). On the local behaviour of ladder height distributions. J. Appl. Prob. 31, 816821.CrossRefGoogle Scholar
Bingham, N. H., Goldie, C. M., and Teugels, J. L. (1987). Regular Variation. Cambridge University Press.CrossRefGoogle Scholar
Chistyakov, V. P. (1964). A theorem on the sums of independent positive random variables and its applications to branching random processes. Theory Prob. Appl. 9, 640648.CrossRefGoogle Scholar
Chover, J., Ney, P., and Wainger, S. (1973). Functions of probability measures. J. Anal. Math. 26, 255302.CrossRefGoogle Scholar
Cline, D. B. H. (1994). Intermediate regular and Π variation. Proc. London Math. Soc. 68, 594616.CrossRefGoogle Scholar
Embrechts, P., and Omey, E. (1984). A property of longtailed distributions. J. Appl. Prob. 21, 8087.CrossRefGoogle Scholar
Embrechts, P., and Veraverbeke, N. (1982). Estimates for the probability of ruin with special emphasis on the possibility of large claims. Insurance Math. Econom. 1, 5572.CrossRefGoogle Scholar
Embrechts, P., Klüppelberg, C., and Mikosch, T. (1997). Modelling Extremal Events for Insurance and Finance. Springer, Berlin.CrossRefGoogle Scholar
Foss, S., and Zachary, S. (2003). The maximum on a random time interval of a random walk with long-tailed increments and negative drift. Ann. Appl. Prob. 13, 3753.CrossRefGoogle Scholar
Goldie, C. M. (1978). Subexponential distributions and dominated-variation tails. J. Appl. Prob. 15, 440442.CrossRefGoogle Scholar
Klüppelberg, C. (1988). Subexponential distributions and integrated tails. J. Appl. Prob. 25, 132141.CrossRefGoogle Scholar
Klüppelberg, C. (1989). Subexponential distributions and characterization of related classes. Prob. Theory Relat. Fields 82, 259269.CrossRefGoogle Scholar
Ng, K. W., Tang, Q., and Yang, H. (2002). Maxima of sums of heavy-tailed random variables. ASTIN Bull. 32, 4355.CrossRefGoogle Scholar
Petrov, V. V. (1975). A generalization of an inequality of Lévy. Theory Prob. Appl. 20, 141145.CrossRefGoogle Scholar
Sgibnev, M. S. (1996). On the distribution of the maxima of partial sums. Statist. Prob. Lett. 28, 235238.CrossRefGoogle Scholar
Tang, Q. (2002). An asymptotic relationship for ruin probabilities under heavy-tailed claims. Sci. China A 45, 632639.CrossRefGoogle Scholar
Tang, Q., and Yan, J. (2002). A sharp inequality for the tail probabilities of sums of i.i.d. r.v.'s with dominatedly varying tails. Sci. China A 45, 10061011.CrossRefGoogle Scholar
Veraverbeke, N. (1977). Asymptotic behaviour of Wiener–Hopf factors of a random walk. Stoch. Process. Appl. 5, 2737.CrossRefGoogle Scholar