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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
6.3680596e-05
Overall Rank
4,852 | 67.48%
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 0.00059660827
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034319763
191 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0002578784
236 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00023639649
264 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.0002276412
389 Why Not? 2009 SIGMOD 0.00019254758
434 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018323777
507 A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration 2012 VLDB 0.00017144751
527 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016859013
672 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00014903109
695 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014679058
717 Guided Data Repair 2011 VLDB 0.00014531658
767 AJAX: An Extensible Data Cleaning Tool 2000 SIGMOD 0.00014100723
790 How to ConQueR Why-Not Questions 2010 SIGMOD 0.00013929166
1,033 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00012373297
1,055 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.0001225364
1,306 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011076619
1,354 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00010912271
1,706 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 9.804657e-05
1,761 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 9.6966864e-05
1,776 Putting Lipstick on Pig: Enabling Database-style Workflow Provenance 2012 VLDB 9.6661217e-05
2,459 Tracing Data Errors with View-Conditioned Causality 2011 SIGMOD 8.4137923e-05
2,685 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.116387e-05
3,041 MRI: Meaningful Interpretations of Collaborative Ratings 2011 VLDB 7.7068251e-05
3,161 Explanation-Based Auditing 2012 VLDB 7.5641515e-05
3,813 Incremental Record Linkage 2014 VLDB 6.9873544e-05
4,029 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.8285702e-05
4,741 Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux 2010 VLDB 6.4290861e-05
4,865 High-Level Why-Not Explanations using Ontologies 2015 PODS 6.3619008e-05
5,022 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.2989483e-05
6,490 Explainable Security for Relational Databases 2014 SIGMOD 5.7513624e-05
6,546 MapRat: Meaningful Explanation, Interactive Exploration and Geo-Visualization of Collaborative Ratings 2012 VLDB 5.7328356e-05
7,237 We Challenge You to Certify Your Updates 2011 SIGMOD 5.562722e-05
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