On the infinite sums of deflated Gaussian products
Enkelejd Hashorva (University of Lausanne)
Lanpeng Ji (University of Lausanne)
Zhongquan Tan (Jiaxing University)
Abstract
In this paper we derive the exact tail asymptotic behaviour of $S_\infty=\sum_{i=1}^\infty \lambda_i X_iY_i$, where $\lambda_i, i\ge 1,$ are non-negative square summable deflators (weights) and $X_i,Y_i, i\ge1,$ are independent standard Gaussian random variables. Further, we consider the tail asymptotics of $S_{\infty;p}=\sum_{i=1}^\infty\lambda_i X_i|Y_i|^p, p> 1$, and also discuss the influence on the asymptotic results when $\lambda_i$'s are independent random variables.
Full Text:
Download PDF |
View PDF online (requires PDF plugin)
Pages: 1-8
Publication Date: July 23, 2012
DOI: 10.1214/ECP.v17-1921
References
Arendarczyk, Marek; Dȩbicki, Krzysztof. Asymptotics of supremum distribution of a Gaussian process over a
Weibullian time.
Bernoulli 17 (2011), no. 1, 194--210. MR2797988
Bovier, A.: Extreme values of random processes. Lecture Notes Technische Universität Berlin, 2005.
Dobrić, Vladimir; Marcus, Michael B.; Weber, Michel. The distribution of large values of the supremum of a Gaussian
process.
Colloque Paul Lévy sur les Processus Stochastiques (Palaiseau,
1987).
Astérisque No. 157-158 (1988), 95--127. MR0976215
Embrechts, Paul; Klüppelberg, Claudia; Mikosch, Thomas. Modelling extremal events.
For insurance and finance.
Applications of Mathematics (New York), 33. Springer-Verlag, Berlin, 1997. xvi+645 pp. ISBN: 3-540-60931-8 MR1458613
Hashorva, E., and Ji., L.: Asymptotics of the finite-time ruin probability for the Sparre Andersen risk model perturbed by inflated chi-process. (2012) Preprint.
Hashorva, Enkelejd; Pakes, Anthony G.; Tang, Qihe. Asymptotics of random contractions.
Insurance Math. Econom. 47 (2010), no. 3, 405--414. MR2759158
Hoeffding, W.: On a theorem of V.N. Zolotarev. Theory of Probab. Appl. IX 1, (1964), 89--91. (English translation) MR0171337
Ivanoff, B. Gail; Weber, N. C. Tail probabilities for weighted sums of products of normal random
variables.
Bull. Austral. Math. Soc. 58 (1998), no. 2, 239--244. MR1642043
Kallenberg, Olav. Some new representations in bivariate exchangeability.
Probab. Theory Related Fields 77 (1988), no. 3, 415--455. MR0931507
Lifshits, M. A. Tail probabilities of Gaussian suprema and Laplace transform.
Ann. Inst. H. Poincaré Probab. Statist. 30 (1994), no. 2, 163--179. MR1276995
Lifshits, M. A. Gaussian random functions.
Mathematics and its Applications, 322. Kluwer Academic Publishers, Dordrecht, 1995. xii+333 pp. ISBN: 0-7923-3385-3 MR1472736
Lifshits, M.A. Lectures on Gaussian Processes. Springer Briefs in Mathematics, Springer, 2012.
Liu, Yan; Tang, Qihe. The subexponential product convolution of two Weibull-type
distributions.
J. Aust. Math. Soc. 89 (2010), no. 2, 277--288. MR2769141
Pakes, Anthony G. Convolution equivalence and infinite divisibility.
J. Appl. Probab. 41 (2004), no. 2, 407--424. MR2052581
Resnick, Sidney I. Extreme values, regular variation and point processes.
Reprint of the 1987 original.
Springer Series in Operations Research and Financial Engineering. Springer, New York, 2008. xiv+320 pp. ISBN: 978-0-387-75952-4 MR2364939
Zolotarev, V.M.: Concerning a certain probability problem. Theory of Probab. Appl. IX1, (1961), 201--204. (English translation) MR0150800
This work is licensed under a
Creative Commons Attribution 3.0 License.