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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
h37b7098537d4664e
Venue
SIGMOD
Year
2017
Pagerank
6.3887613e-05
Overall Rank
4,829 | 67.55%
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)

Showing 11 of 11 citing papers.

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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 0.00059813669
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034367518
190 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0002582857
235 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00023689995
262 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00022811258
389 Why Not? 2009 SIGMOD 0.00019313101
433 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018324965
504 A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration 2012 VLDB 0.00017156765
526 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016879
671 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00014948069
697 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014687805
716 Guided Data Repair 2011 VLDB 0.00014546968
763 AJAX: An Extensible Data Cleaning Tool 2000 SIGMOD 0.00014133678
791 How to ConQueR Why-Not Questions 2010 SIGMOD 0.00013970743
1,031 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00012399252
1,051 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.00012274277
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010951939
1,348 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00010942213
1,708 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 9.8184303e-05
1,755 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 9.7195104e-05
1,767 Putting Lipstick on Pig: Enabling Database-style Workflow Provenance 2012 VLDB 9.6910812e-05
2,458 Tracing Data Errors with View-Conditioned Causality 2011 SIGMOD 8.4334752e-05
2,687 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.1271333e-05
3,036 MRI: Meaningful Interpretations of Collaborative Ratings 2011 VLDB 7.729485e-05
3,150 Explanation-Based Auditing 2012 VLDB 7.5885752e-05
3,814 Incremental Record Linkage 2014 VLDB 7.0052017e-05
4,025 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.8439934e-05
4,724 Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux 2010 VLDB 6.4498285e-05
4,842 High-Level Why-Not Explanations using Ontologies 2015 PODS 6.3828247e-05
5,000 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.3194405e-05
6,479 Explainable Security for Relational Databases 2014 SIGMOD 5.770025e-05
6,535 MapRat: Meaningful Explanation, Interactive Exploration and Geo-Visualization of Collaborative Ratings 2012 VLDB 5.7515229e-05
7,216 We Challenge You to Certify Your Updates 2011 SIGMOD 5.5811698e-05
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