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AJAX: An Extensible Data Cleaning Tool


Helena Galhardas, Daniela Florescu, Dennis Shasha, and Eric Simon

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Abstract

AJAX groups together matching pairs with a high similarity value by applying a given grouping criteria (e.g. by transitive closure). Finally, ging collapses each individual cluster into a tuple of the resulting data source. AJAX provides a declarative language for specifying data cleaning programs, which consists of SQL statements enriched with a set of specific primitives to express these transformations.

AJAX also offers a GUI. It allows the user to interact with an executing data cleaning program to handle exceptional cases and to inspect intermediate results. Finally, AJAX provides a declarative language that permits users to determine the source and processing of data for debugging purposes.

We will present the AJAX system applied to two real world problems: the consolidation of a telecommunication database, and the conversion of a dirty database of bibliographic references into a set of clean, normalized, and redundancy free relational tables maintaining the same data.


References


Note: References link to DBLP on the Web.

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BIBTEX


@inproceedings{DBLP:conf/sigmod/Galhardas00,
  author    = {Helena Galhardas and
                Daniela Florescu and
                Dennis Shasha and
                Eric Simon},
   editor    = {Weidong Chen and
                Jeffrey F. Naughton and
                Philip A. Bernstein},
   title     = {AJAX: An Extensible Data Cleaning Tool},
   booktitle = {Proceedings of the 2000 ACM SIGMOD International Conference on
                Management of Data, May 16-18, 2000, Dallas, Texas, USA},
   journal   = {SIGMOD Record},
   publisher = {ACM},
   volume    = {29},
   number    = {2},
   year      = {2000},
   isbn      = {1-58113-218-2},
   pages     = {590},
   crossref  = {DBLP:conf/sigmod/2000},
   bibsource = {DBLP, http://dblp.uni-trier.de} } },




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