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arxiv: 0806.4263 · v1 · submitted 2008-06-26 · 🧮 math.PR

The notion of psi-weak dependence and its applications to bootstrapping time series

classification 🧮 math.PR
keywords dependenceweakprocessesbootstrapexamplenotionpropertyseries
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We give an introduction to a notion of weak dependence which is more general than mixing and allows to treat for example processes driven by discrete innovations as they appear with time series bootstrap. As a typical example, we analyze autoregressive processes and their bootstrap analogues in detail and show how weak dependence can be easily derived from a contraction property of the process. Furthermore, we provide an overview of classes of processes possessing the property of weak dependence and describe important probabilistic results under such an assumption.

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