Small and Large Scale Asymptotics of some Lévy Stochastic Integrals

被引:0
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作者
Vladas Pipiras
Murad S. Taqqu
机构
[1] University of North Carolina at Chapel Hill,Department of Statistics & OR
[2] Boston University,Department of Mathematics
关键词
Poisson and Gaussian integrals; Small and large scales; Convergence; Self-similarity; Local self-similarity; Primary 60F15; 60G18; Secondary 60E07;
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学科分类号
摘要
We provide general conditions for normalized, time-scaled stochastic integrals of independently scattered, Lévy random measures to converge to a limit. These integrals appear in many applied problems, for example, in connection to models for Internet traffic, where both large scale and small scale asymptotics are considered. Our result is a handy tool for checking such convergence. Numerous examples are provided as illustration. Somewhat surprisingly, there are examples where rescaling towards large times scales yields a Gaussian limit and where rescaling towards small time scales yields an infinite variance stable limit, and there are examples where the opposite occurs: a Gaussian limit appears when one converges towards small time scales and an infinite variance stable limit occurs when one converges towards large time scales.
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页码:299 / 314
页数:15
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