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文章基本信息

  • 标题:Ensembles of Local Linear Models for Bankrupcy Analysis and Prediction
  • 本地全文:下载
  • 作者:Laura Kainulainen ; Yoan Miche ; Emil Eirola
  • 期刊名称:Case Studies in Business, Industry and Government Statistics
  • 印刷版ISSN:2152-372X
  • 出版年度:2011
  • 卷号:4
  • 期号:2
  • 页码:116-133
  • 出版社:Bentley University
  • 摘要:Bankruptcy prediction is an extensively researched topic. Ensemble methodology has been applied to it in past work. However, the interpretability of the results, so often important in practical applications, has not been emphasized. This paper builds ensembles of locally linear models using a forward variable selection technique. The method applied to four datasets provides information about the importance of the variables, thus offering interpretation possibilities.
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