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文章基本信息

  • 标题:A Method to Identify Missing Data Mechanism in Incomplete Dataset
  • 本地全文:下载
  • 作者:Sonam TSHERING ; Takeo OKAZAKI ; Satoshi ENDO
  • 期刊名称:International Journal of Computer Science and Network Security
  • 印刷版ISSN:1738-7906
  • 出版年度:2013
  • 卷号:13
  • 期号:3
  • 页码:14-17
  • 出版社:International Journal of Computer Science and Network Security
  • 摘要:This paper proposes a sequential method of identifying missing data mechanism in incomplete dataset. A simulation study in the context of GNH dataset is designed to validate the proposed method. The dataset is explored for latent factors and a model is constructed from the discovery. Using this model, pseudorandom data are generated for a simulation study. Specific missingness probability is invoked in pseudorandom data to create respective MCAR, MAR and MNAR data. The proposed method is validated and tested for robustness by employing a specific statistical test for each of MCAR, MAR and MNAR data.
  • 关键词:Simulation; Probability; Exploratory; Ignorability; Test.
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