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  • 标题:Research on Data Currency Rule and Quality Evaluation
  • 本地全文:下载
  • 作者:Xuliang Duan ; Bing Guo ; Yan Shen
  • 期刊名称:European Integration Studies
  • 印刷版ISSN:2335-8831
  • 出版年度:2021
  • 卷号:50
  • 期号:2
  • 页码:247-263
  • DOI:10.5755/j01.itc.50.2.25583
  • 语种:English
  • 出版社:Kaunas University of Technology
  • 摘要:Data currency is a temporal reference of data, it reflects the degree to which the data is current with the worldit models. Currency rule is a formal rule extracted from the data set and reflecting the currency order of thedata tuples, it can be used for both data repairing and currency quality evaluation. Based on the research of datacurrency repairing, the basic form of currency rule is extended, and parallel rule extraction and update algorithmsare proposed to meet the requirement of running on dynamic data sets. Besides, four data currency qualityevaluation models are proposed and verified by experiments. The performance test show that the efficiencyof parallel algorithms is significantly improved, the rules compliance mean(CM2) model based on extendedcurrency rule has the highest average precision. The extended currency rules not only improve the efficiencyand adaptability, but also provide more valuable features for data quality evaluation.
  • 关键词:data currency;currency rule;data quality;quality evaluation;parallel algorithm
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