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  • 标题:An Alternative Approach to Reduce Dimensionality in Data Envelopment Analysis
  • 本地全文:下载
  • 作者:Yap, Grace Lee Ching ; Ismail, Wan Rosmanira ; Isa, Zaidi
  • 期刊名称:Journal of Modern Applied Statistical Methods
  • 出版年度:2013
  • 卷号:12
  • 期号:1
  • 页码:17
  • 出版社:Wayne State University
  • 摘要:Principal component analysis reduces dimensionality; however, uncorrelated components imply the existence of variables with weights of opposite signs. This complicates the application in data envelopment analysis. To overcome problems due to signs, a modification to the component axes is proposed and was verified using Monte Carlo simulations.
  • 关键词:Data envelopment analysis; principal component analysis; redundancy analysis; Monte Carlo simulation
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