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文章基本信息

  • 标题:A Comparison of Imputation Methods under Large Samples and Different Censoring Levels (PowerPoint)
  • 本地全文:下载
  • 作者:Lopez, Jose Antonio
  • 期刊名称:Journal of Agribusiness
  • 印刷版ISSN:0738-8950
  • 出版年度:2011
  • 出版社:Journal of Agribusiness
  • 摘要:Several imputation approaches using a large sample and different levels of censoring are compared and contrasted following a multiple imputation methodology. The study not only discusses these imputation approaches, but also quantifies differences in price variability before and after price imputation, evaluates the performance of each method, and estimates and compares parameters and elasticities from a complete demand system. The study’s findings reveal that small variability among the mean prices from the various imputation approaches may result in relatively larger variability among the underlying parameter estimates of interest and the ultimately desired measures. This suggests that selection bias may be avoided by validating the imputation approaches and choosing the imputation method based on an analysis of the ultimately desired measures.
  • 关键词:imputation methods;multiple imputation;censored prices;protein demand;elasticities
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