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文章基本信息

  • 标题:Discrete variations of the fractional Brownian motion in the presence of outliers and an additive noise
  • 作者:Sophie Achard ; Jean-François Coeurjolly
  • 期刊名称:Statistics Surveys
  • 印刷版ISSN:1935-7516
  • 出版年度:2010
  • 卷号:4
  • 页码:117-147
  • DOI:10.1214/09-SS059
  • 语种:English
  • 出版社:Statistics Surveys
  • 摘要:This paper gives an overview of the problem of estimating the Hurst parameter of a fractional Brownian motion when the data are observed with outliers and/or with an additive noise by using methods based on discrete variations. We show that the classical estimation procedure based on the log-linearity of the variogram of dilated series is made more robust to outliers and/or an additive noise by considering sample quantiles and trimmed means of the squared series or differences of empirical variances. These different procedures are compared and discussed through a large simulation study and are implemented in the R package dvfBm.
  • 关键词:Fractional Brownian motion; Hurst exponent estimation; discrete variations; robustness; outliers
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