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Limit theorems for non-degenerate U-statistics of continuous semimartingales

Author

Listed:
  • Mark Podolskij

    (Heidelberg University and CREATES)

  • Christian Schmidt

    (Heidelberg University)

  • Johanna Fasciati Ziegel

    (University of Bern)

Abstract

This paper presents the asymptotic theory for non-degenerate U-statistics of high frequency observations of continuous Itô semimartingales. We prove uniform convergence in probability and show a functional stable central limit theorem for the standardized version of the U-statistic. The limiting process in the central limit theorem turns out to be conditionally Gaussian with mean zero. Finally, we indicate potential statistical applications of our probabilistic results.

Suggested Citation

  • Mark Podolskij & Christian Schmidt & Johanna Fasciati Ziegel, 2012. "Limit theorems for non-degenerate U-statistics of continuous semimartingales," CREATES Research Papers 2012-40, Department of Economics and Business Economics, Aarhus University.
  • Handle: RePEc:aah:create:2012-40
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    File URL: https://repec.econ.au.dk/repec/creates/rp/12/rp12_40.pdf
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    More about this item

    Keywords

    High frequency data; Limit theorems; Semimartingales; Stable convergence; U-statistics;
    All these keywords.

    JEL classification:

    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General

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