The DOI matches its Crossref record.
AJAX: an extensible data cleaning tool
Abstract
@@@@ 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 @@@@ for specifying data cleaning programs, which consists of SQL statements enriched with a set of specific primitives to express these transformations. AJAX also @@@@. It allows the user to interact with an executing data cleaning program to handle exceptional cases and to inspect intermediate results. Finally, AJAX provides @@@@ @@@@ 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.
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Citations
Cited by
(2000) · Cited by 1,467
Benchmark and Survey of Automated Machine Learning Frameworks
Zöller, M.-A., & Huber, M. F. (2021) · Journal of Artificial Intelligence Research · doi:10.1613/jair.1.11854 · Cited by 448
Conditional Functional Dependencies for Data Cleaning
Bohannon, P., Fan, W., Geerts, F., Jia, X., & Kementsietsidis, A. (2007) · 2007 IEEE 23rd International Conference on Data Engineering · doi:10.1109/icde.2007.367920 · Cited by 375
A Survey of Extract-Transform-Load Technology
Vassiliadis, P. (2009) · International Journal of Data Warehousing and Mining · doi:10.4018/jdwm.2009070101 · Cited by 323
Metadata
- Authors
- Galhardas, H., Florescu, D., Shasha, D., & Simon, E.
- Venue
- ACM SIGMOD Record
- Published
- 2000-05-16
- Volume
- 29
- Issue
- 2
- Pages
- 590
- ISSN
- 0163-5808 (ISSN-L)
- OpenAlex
- W2151763080
- Cited by
- 174
- References
- 0
- FWCI
- 21.08
- Type
- journal article
- Language
- en
- Open access
- closed
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- Galhardas, H., Florescu, D., Shasha, D., & Simon, E. (2000). AJAX: an extensible data cleaning tool. ACM SIGMOD Record. https://doi.org/10.1145/335191.336568
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Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.