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  • 标题:Self-Service Data Preparation: Research to Practice
  • 本地全文:下载
  • 作者:Joseph M. Hellerstein ; Jeffrey Heer ; Sean Kandel
  • 期刊名称:Bulletin of the Technical Committee on Data Engineering
  • 出版年度:2018
  • 卷号:41
  • 期号:2
  • 页码:23-34
  • 出版社:IEEE Computer Society
  • 摘要:It is widely accepted that the majority of time in any data analysis project is devoted to preparing the data [25].In 2012, noted data science leader DJ Patil put the fraction of time spent on data preparation at 80%, based oninformal discussions in his team at LinkedIn [28]. Analysts we interviewed in an academic study around thesame time put the percent time “munging” or “wrangling” data at “greater than half” [19]. Judging from theseuser stories, the inefficiency of data preparation is the single biggest problem in data analytics..
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