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文章基本信息

  • 标题:Least angle and ℓ1 penalized regression: A review
  • 作者:Tim Hesterberg ; Nam Hee Choi ; Lukas Meier
  • 期刊名称:Statistics Surveys
  • 印刷版ISSN:1935-7516
  • 出版年度:2008
  • 卷号:2
  • 页码:61-93
  • DOI:10.1214/08-SS035
  • 语种:English
  • 出版社:Statistics Surveys
  • 摘要:Least Angle Regression is a promising technique for variable selection applications, offering a nice alternative to stepwise regression. It provides an explanation for the similar behavior of LASSO ( ℓ 1-penalized regression) and forward stagewise regression, and provides a fast implementation of both. The idea has caught on rapidly, and sparked a great deal of research interest. In this paper, we give an overview of Least Angle Regression and the current state of related research.
  • 关键词:lasso; regression; regularization; ℓ_1 penalty; variable selection
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