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  • 标题:Automatic grouping using smooth-threshold estimating equations
  • 本地全文:下载
  • 作者:Masao Ueki ; Yoshinori Kawasaki
  • 期刊名称:Electronic Journal of Statistics
  • 印刷版ISSN:1935-7524
  • 出版年度:2011
  • 卷号:5
  • 页码:309-328
  • DOI:10.1214/11-EJS608
  • 语种:English
  • 出版社:Institute of Mathematical Statistics
  • 摘要:Use of redundant statistical model is often the case with practical data analysis. Redundancy widely investigated is inclusion of irrelevant predictors which is resolved by setting their coefficients to zero. On the other hand, it is also useful to consider overlapping parameters of which the values are similar. Grouping by regarding a set of parameters as a single parameter contributes to building intimate parameterization and increasing estimation accuracy by dimension reduction.
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