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On robust tail index estimation for linear Long-memory processes

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2012

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Journal of Time Series Analysis. 2012, 33(3), pp. 406-423. ISSN 0143-9782. eISSN 1467-9892. Available under: doi: 10.1111/j.1467-9892.2011.00774.x

Zusammenfassung

We consider robust estimation of the tail index α for linear long-memory processes inline image with i.i.d. innovations εj following a symmetric α-stable law (1 < α < 2) and coefficients aj ∼ c·j−βinline image. Estimates based on the left and right tail respectively are obtained together with a combined statistic with improved efficiency, and a test statistic comparing both tails. Asymptotic results are derived. Simulations illustrate the finite sample performance.

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Fachgebiet (DDC)
510 Mathematik

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Long memory, infinite variance, tail index, M-estimation

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ISO 690BERAN, Jan, Bikramjit DAS, Dieter SCHELL, 2012. On robust tail index estimation for linear Long-memory processes. In: Journal of Time Series Analysis. 2012, 33(3), pp. 406-423. ISSN 0143-9782. eISSN 1467-9892. Available under: doi: 10.1111/j.1467-9892.2011.00774.x
BibTex
@article{Beran2012robus-23238,
  year={2012},
  doi={10.1111/j.1467-9892.2011.00774.x},
  title={On robust tail index estimation for linear Long-memory processes},
  number={3},
  volume={33},
  issn={0143-9782},
  journal={Journal of Time Series Analysis},
  pages={406--423},
  author={Beran, Jan and Das, Bikramjit and Schell, Dieter}
}
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