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Asymptotics of randomly stopped sums in the presence of heavy tails

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Asymptotics of randomly stopped sums in the presence of heavy tails. / Denisov, Denis; Foss, Sergey; Korshunov, Dmitry.
In: Bernoulli, Vol. 16, No. 4, 2010, p. 971-994.

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Denisov D, Foss S, Korshunov D. Asymptotics of randomly stopped sums in the presence of heavy tails. Bernoulli. 2010;16(4):971-994. doi: 10.3150/10-BEJ251

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Denisov, Denis ; Foss, Sergey ; Korshunov, Dmitry. / Asymptotics of randomly stopped sums in the presence of heavy tails. In: Bernoulli. 2010 ; Vol. 16, No. 4. pp. 971-994.

Bibtex

@article{a174d254deb64ea78984fe6bf3a9d2d2,
title = "Asymptotics of randomly stopped sums in the presence of heavy tails",
abstract = "We study conditions under which P{Sτ > x} ∼ P{Mτ > x} ∼ EτP{ξ1 > x}  as x → ∞, where Sτ is a sum ξ1 + ⋯ + ξτ of random size τ and Mτ is a maximum of partial sums Mτ = maxn≤τ Sn. Here, ξn, n = 1, 2, …, are independent identically distributed random variables whose common distribution is assumed to be subexponential. We mostly consider the case where τ is independent of the summands; also, in a particular situation, we deal with a stopping time. We also consider the case where Eξ > 0 and where the tail of τ is comparable with, or heavier than, that of ξ, and obtain the asymptotics P{Sτ > x} ∼ EτP{ξ1 > x} + P{τ > x / Eξ}  as x → ∞. This case is of primary interest in branching processes. In addition, we obtain new uniform (in all x and n) upper bounds for the ratio P{Sn > x} / P{ξ1 > x} which substantially improve Kesten{\textquoteright}s bound in the subclass ${\mathcal{S}}^{*}$ of subexponential distributions. ",
author = "Denis Denisov and Sergey Foss and Dmitry Korshunov",
year = "2010",
doi = "10.3150/10-BEJ251",
language = "English",
volume = "16",
pages = "971--994",
journal = "Bernoulli",
issn = "1350-7265",
publisher = "International Statistical Institute",
number = "4",

}

RIS

TY - JOUR

T1 - Asymptotics of randomly stopped sums in the presence of heavy tails

AU - Denisov, Denis

AU - Foss, Sergey

AU - Korshunov, Dmitry

PY - 2010

Y1 - 2010

N2 - We study conditions under which P{Sτ > x} ∼ P{Mτ > x} ∼ EτP{ξ1 > x}  as x → ∞, where Sτ is a sum ξ1 + ⋯ + ξτ of random size τ and Mτ is a maximum of partial sums Mτ = maxn≤τ Sn. Here, ξn, n = 1, 2, …, are independent identically distributed random variables whose common distribution is assumed to be subexponential. We mostly consider the case where τ is independent of the summands; also, in a particular situation, we deal with a stopping time. We also consider the case where Eξ > 0 and where the tail of τ is comparable with, or heavier than, that of ξ, and obtain the asymptotics P{Sτ > x} ∼ EτP{ξ1 > x} + P{τ > x / Eξ}  as x → ∞. This case is of primary interest in branching processes. In addition, we obtain new uniform (in all x and n) upper bounds for the ratio P{Sn > x} / P{ξ1 > x} which substantially improve Kesten’s bound in the subclass ${\mathcal{S}}^{*}$ of subexponential distributions.

AB - We study conditions under which P{Sτ > x} ∼ P{Mτ > x} ∼ EτP{ξ1 > x}  as x → ∞, where Sτ is a sum ξ1 + ⋯ + ξτ of random size τ and Mτ is a maximum of partial sums Mτ = maxn≤τ Sn. Here, ξn, n = 1, 2, …, are independent identically distributed random variables whose common distribution is assumed to be subexponential. We mostly consider the case where τ is independent of the summands; also, in a particular situation, we deal with a stopping time. We also consider the case where Eξ > 0 and where the tail of τ is comparable with, or heavier than, that of ξ, and obtain the asymptotics P{Sτ > x} ∼ EτP{ξ1 > x} + P{τ > x / Eξ}  as x → ∞. This case is of primary interest in branching processes. In addition, we obtain new uniform (in all x and n) upper bounds for the ratio P{Sn > x} / P{ξ1 > x} which substantially improve Kesten’s bound in the subclass ${\mathcal{S}}^{*}$ of subexponential distributions.

U2 - 10.3150/10-BEJ251

DO - 10.3150/10-BEJ251

M3 - Journal article

VL - 16

SP - 971

EP - 994

JO - Bernoulli

JF - Bernoulli

SN - 1350-7265

IS - 4

ER -