文章基本信息

标题：A Method to Identify Missing Data Mechanism in Incomplete Dataset
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作者：Sonam TSHERING ; Takeo OKAZAKI ; Satoshi ENDO 等
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.