跳到主要导航 跳到搜索 跳到主要内容

CerFix: A system for cleaning data with certain fixes

  • Wenfei Fan*
  • , Jianzhong Li
  • , Shuai Ma
  • , Nan Tang
  • , Wenyuan Yu
  • *此作品的通讯作者
  • University of Edinburgh
  • Harbin Institute of Technology

科研成果: 期刊稿件文章同行评审

摘要

We present CerFix, a data cleaning system that finds certain fixes for tuples at the point of data entry, i.e., fixes that are guaranteed correct. It is based on master data, editing rules and certain regions. Given some attributes of an input tuple that are validated (assured correct), editing rules tell us what other attributes to fix and how to correct them with master data. A certain region is a set of attributes that, if validated, warrant a certain fix for the entire tuple. We demonstrate the following facilities provided by CerFix: (1) a region finder to identify certain regions; (2) a data monitor to find certain fixes for input tuples, by guiding users to validate a minimal number of attributes; and (3) an auditing module to show what attributes are fixed and where the correct values come from.

源语言英语
页(从-至)1375-1378
页数4
期刊Proceedings of the VLDB Endowment
4
12
出版状态已出版 - 8月 2011

学术指纹

探究 'CerFix: A system for cleaning data with certain fixes' 的科研主题。它们共同构成独一无二的学术指纹。

引用此