English

Probabilistic proofs of large deviation results for sums of semiexponential random variables and explicit rate function at the transition

Probability 2021-01-21 v2

Abstract

Asymptotics deviation probabilities of the sum S n = X 1 + ×\times ×\times ×\times + X n of independent and identically distributed real-valued random variables have been extensively investigated, in particular when X 1 is not exponentially integrable. For instance, A.V. Nagaev formulated exact asymptotics results for P(S n > x n) when x n > n 1/2 (see, [13, 14]). In this paper, we derive rough asymptotics results (at logarithmic scale) with shorter proofs relying on classical tools of large deviation theory and expliciting the rate function at the transition.

Keywords

Cite

@article{arxiv.2007.08164,
  title  = {Probabilistic proofs of large deviation results for sums of semiexponential random variables and explicit rate function at the transition},
  author = {Fabien Brosset and Thierry Klein and Agnès Lagnoux and Pierre Petit},
  journal= {arXiv preprint arXiv:2007.08164},
  year   = {2021}
}