Abstract
The study of precise large deviations for random sums is an important topic in insurance and finance. In this paper, we extend recent results of Tang (Electron J Probab 11(4):107–120, 2006) and Liu (Stat Probab Lett 79(9):1290–1298, 2009) to random sums in various situations. In particular, we establish a precise large deviation result for a nonstandard renewal risk model in which innovations, modelled as real-valued random variables, are negatively dependent with common consistently-varying-tailed distribution, and their inter-arrival times are also negatively dependent.
Similar content being viewed by others
References
Baltrūnas A, Leipus R, Šiaulys J (2008) Precise large deviation results for the total claim amount under subexponential claim sizes. Stat Probab Lett 78(10):1206–1214
Bingham NH, Goldie CM, Teugels JL (1987) Regular variation. Cambridge University Press, Cambridge
Block HW, Savits TH, Shaked M (1982) Some concepts of negative dependence. Ann Probab 10(3):765–772
Cline DBH, Samorodnitsky G (1994) Subexponentiality of the product of independent random variables. Stoch Process Their Appl 49(1):75–98
Ebrahimi N, Ghosh M (1981) Multivariate negative dependence. Commun Stat A Theory Methods 10(4):307–337
Embrechts P, Klüppelberg C, Mikosch T (1997) Modelling extremal events for insurance and finance. Springer, Berlin
Kaas R, Tang Q (2005) A large deviation result for aggregate claims with dependent claim occurrences. Insur, Math Econ 36(3):251–259
Klüppelberg C, Mikosch T (1997) Large deviations of heavy-tailed random sums with applications in insurance and finance. J Appl Probab 34(2):293–308
Lehmann EL (1966) Some concepts of dependence. Ann Math Stat 37(5):1137–1153
Lin J (2008) The general principle for precise large deviations of heavy-tailed random sums. Stat Probab Lett 78(6):749–758
Liu Y (2007) Precise large deviations for negatively associated random variables with consistently varying tails. Stat Probab Lett 77(2):181–189
Liu L (2009) Precise large deviations for dependent random variables with heavy tails. Stat Probab Lett 79(9):1290–1298
Liu Y, Hu Y (2003) Large deviations for heavy-tailed random sums of independent random variables with dominatedly varying tails. Sci China, Ser A 46(3):383–395
Matuła P (1992) A note on the almost sure convergence of sums of negatively dependent random variables. Stat Probab Lett 15(3):209–213
McNeil AJ, Frey R, Embrechts P (2005) Quantitative risk management. Concepts, techniques and tools. Princeton University Press, Princeton
Mikosch T, Nagaev AV (1998) Large deviations of heavy-tailed sums with applications in insurance. Extremes 1(1):81–110
Ng KW, Tang Q, Yan J, Yang H (2003) Precise large deviations for the prospective-loss process. J Appl Probab 40(2):391–400
Ng KW, Tang Q, Yan J, Yang H (2004) Precise large deviations for sums of random variables with consistently varying tails. J Appl Probab 41(1):93–107
Shen X, Lin Z (2008) Precise large deviations for randomly weighted sums of negatively dependent random variables with consistently varying tails. Stat Probab Lett 78(18):3222–3229
Tang Q (2006) Insensitivity to negative dependence of the asymptotic behavior of precise large deviations. Electron J Probab 11(4):107–120
Tang Q, Tsitsiashvili G (2003) Precise estimates for the ruin probability in finite horizon in a discrete-time model with heavy-tailed insurance and financial risks. Stoch Process Their Appl 108(2):299–325
Tang Q, Su C, Jiang T, Zhang J (2001) Large deviations for heavy-tailed random sums in compound renewal model. Stat Probab Lett 52(1):91–100
Wang S, Wang W (2007) Precise large deviations for sums of random variables with consistently varying tails in multi-risk models. J Appl Probab 44(4):889–900
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Chen, Y., Yuen, K.C. & Ng, K.W. Precise Large Deviations of Random Sums in Presence of Negative Dependence and Consistent Variation. Methodol Comput Appl Probab 13, 821–833 (2011). https://doi.org/10.1007/s11009-010-9194-7
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11009-010-9194-7
Keywords
- Consistent variation
- Counting process
- Lower/upper extended negative dependence
- Precise large deviation
- Uniformity