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  • 标题:Computing Robust Regression Estimators: Developments since Dutter (1977)
  • 本地全文:下载
  • 作者:Moritz Gschwandtner ; Peter Filzmoser
  • 期刊名称:Austrian Journal of Statistics
  • 出版年度:2012
  • 卷号:41
  • 期号:01
  • 出版社:Austrian Statistical Society
  • 摘要:

    The proposal ofMestimators for regression (Huber, 1973) and the
    development of an algorithm for its computation (Dutter, 1977) has lead to an
    increased activity for further research in this area. New regression estimators
    were introduced that combine a high level of robustness with high efficiency.
    Also fast algorithms have been developed and implemented in several software
    packages. We provide a review of the most important methods, and
    compare the performance of the algorithms implemented in R .

  • 关键词:MM Estimator; LTS Regression; Outlier Detection; Leverage Point
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