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QFix: Diagnosing Errors through Query Histories

Summary: QFix diagnoses data-quality errors by tracing how queries affected data to derive explanations and repairs. Formalizes query-based diagnosis, provides exact diagnosis/repair methods, optimizations, a tunable accuracy–performance tradeoff to scale to large logs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5353
Venue
SIGMOD
Year
2017
Pagerank
6.4283324e-05
Overall Rank
4,959 | 65.98%
DOI
10.1145/3035918.3035925

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{wang_sigmod17,
        title = {{QFix: Diagnosing Errors through Query Histories}},
        author = {Wang, Xiaolan and Meliou, Alexandra and Wu, Eugene},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3035918.3035925},
        url = {https://dl.acm.org/doi/10.1145/3035918.3035925},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 33 of 33 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
17 Provenance Semirings 2007 PODS 0.00059843817
94 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034616103
191 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.00026096009
226 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00024027277
254 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00023199211
385 Why Not? 2009 SIGMOD 0.00019455743
439 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018464913
504 A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration 2012 VLDB 0.00017300628
533 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.0001705859
663 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00015174751
714 Guided Data Repair 2011 VLDB 0.00014662041
725 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014617251
751 AJAX: An Extensible Data Cleaning Tool 2000 SIGMOD 0.00014369237
856 How to ConQueR Why-Not Questions 2010 SIGMOD 0.00013573466
1,033 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00012529852
1,096 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.00012189583
1,332 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00011129529
1,351 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011064851
1,694 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 9.9953156e-05
1,783 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 9.772895e-05
1,786 Putting Lipstick on Pig: Enabling Database-style Workflow Provenance 2012 VLDB 9.7690421e-05
2,432 Tracing Data Errors with View-Conditioned Causality 2011 SIGMOD 8.5870067e-05
2,759 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.1577506e-05
2,993 MRI: Meaningful Interpretations of Collaborative Ratings 2011 VLDB 7.8804914e-05
3,105 Explanation-Based Auditing 2012 VLDB 7.7528586e-05
3,916 Incremental Record Linkage 2014 VLDB 7.0185679e-05
3,971 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.9835263e-05
4,642 Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux 2010 VLDB 6.5908277e-05
4,747 High-Level Why-Not Explanations using Ontologies 2015 PODS 6.5252099e-05
4,890 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.4590072e-05
6,365 Explainable Security for Relational Databases 2014 SIGMOD 5.8985919e-05
6,425 MapRat: Meaningful Explanation, Interactive Exploration and Geo-Visualization of Collaborative Ratings 2012 VLDB 5.8810029e-05
7,073 We Challenge You to Certify Your Updates 2011 SIGMOD 5.7101384e-05
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