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Large Deviations for Sums of Random Vectors Attracted to Operator Semi-Stable Laws

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  • Wensheng Wang

    (Hangzhou Normal University)

Abstract

Let $$\{X_i, i\ge 1\}$$ { X i , i ≥ 1 } be i.i.d. $$\mathbb {R}^d$$ R d -valued random vectors attracted to operator semi-stable laws and write $$S_n=\sum _{i=1}^{n}X_i$$ S n = ∑ i = 1 n X i . This paper investigates precise large deviations for both the partial sums $$S_n$$ S n and the random sums $$S_{N(t)}$$ S N ( t ) , where N(t) is a counting process independent of the sequence $$\{X_i, i\ge 1\}$$ { X i , i ≥ 1 } . In particular, we show for all unit vectors $$\theta $$ θ the asymptotics $$\begin{aligned} {\mathbb P}(|\langle S_n,\theta \rangle |>x)\sim n{\mathbb P}(|\langle X,\theta \rangle |>x) \end{aligned}$$ P ( | ⟨ S n , θ ⟩ | > x ) ∼ n P ( | ⟨ X , θ ⟩ | > x ) which holds uniformly for x-region $$[\gamma _n, \infty )$$ [ γ n , ∞ ) , where $$\langle \cdot , \cdot \rangle $$ ⟨ · , · ⟩ is the standard inner product on $$\mathbb {R}^d$$ R d and $$\{\gamma _n\}$$ { γ n } is some monotone sequence of positive numbers. As applications, the precise large deviations for random sums of real-valued random variables with regularly varying tails and $$\mathbb {R}^d$$ R d -valued random vectors with weakly negatively associated occurrences are proposed. The obtained results improve some related classical ones.

Suggested Citation

  • Wensheng Wang, 2017. "Large Deviations for Sums of Random Vectors Attracted to Operator Semi-Stable Laws," Journal of Theoretical Probability, Springer, vol. 30(1), pages 64-84, March.
  • Handle: RePEc:spr:jotpro:v:30:y:2017:i:1:d:10.1007_s10959-015-0645-5
    DOI: 10.1007/s10959-015-0645-5
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    References listed on IDEAS

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    1. Scheffler, Hans-Peter, 1995. "Moments of measures attracted to operator semi-stable laws," Statistics & Probability Letters, Elsevier, vol. 24(3), pages 187-192, August.
    2. Qi-Man Shao, 2000. "A Comparison Theorem on Moment Inequalities Between Negatively Associated and Independent Random Variables," Journal of Theoretical Probability, Springer, vol. 13(2), pages 343-356, April.
    3. Wang, Wensheng, 2014. "Invariance principles for generalized domains of semistable attraction," Stochastic Processes and their Applications, Elsevier, vol. 124(1), pages 1-17.
    4. Tang, Qihe & Su, Chun & Jiang, Tao & Zhang, Jinsong, 2001. "Large deviations for heavy-tailed random sums in compound renewal model," Statistics & Probability Letters, Elsevier, vol. 52(1), pages 91-100, March.
    5. Hudson, William N. & Veeh, Jerry Alan & Weiner, Daniel Charles, 1988. "Moments of distributions attracted to operator-stable laws," Journal of Multivariate Analysis, Elsevier, vol. 24(1), pages 1-10, January.
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