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Tracing Data Errors with View-Conditioned Causality

Summary: View-conditioned causality for identifying causes of unexpected query results across multiple views. Uses adapted causality and responsibility, reduces to SAT, and shows improved accuracy over Boolean influence on real mobile-tracking data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hfebf954354ebdb1a
Venue
SIGMOD
Year
2011
Pagerank
8.4371456e-05
Overall Rank
2,458 | 83.48%
DOI
10.1145/1989323.1989376

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{meliou_sigmod11,
        title = {{Tracing Data Errors with View-Conditioned Causality}},
        author = {Meliou, Alexandra and Gatterbauer, Wolfgang and Nath, Suman and Suciu, Dan},
        series = {{SIGMOD} '11},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1989323.1989376},
        url = {https://dl.acm.org/doi/10.1145/1989323.1989376},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
189 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.00025840026
670 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00014954494
1,043 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012335114
2,222 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.8109051e-05
2,315 Causal Relational Learning 2020 SIGMOD 8.6532142e-05
2,686 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.1308928e-05
2,843 Data Provenance at Internet Scale: Architecture, Experiences, and the Road Ahead 2017 CIDR 7.9491056e-05
2,949 Reverse Data Management 2011 VLDB 7.821181e-05
4,062 The Complexity of Resilience and Responsibility for Self-Join-Free Conjunctive Queries 2016 VLDB 6.8247395e-05
4,747 New Results for the Complexity of Resilience for Binary Conjunctive Queries with Self-Joins 2020 PODS 6.4374568e-05
4,827 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.3917868e-05
4,982 XInsight: eXplainable Data Analysis Through The Lens of Causality 2023 SIGMOD 6.328859e-05
4,998 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.3207886e-05
6,381 Qualitative Data Cleaning 2016 VLDB 5.8066959e-05
8,517 Causality-Guided Adaptive Interventional Debugging 2020 SIGMOD 5.3244052e-05
8,870 Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views 2015 VLDB 5.2601766e-05
8,881 DPXPlain: Privately Explaining Aggregate Query Answers 2023 VLDB 5.2567693e-05
11,362 Finding Convincing Views to Endorse a Claim 2025 VLDB 4.9793485e-05
11,515 Counterfactual Explanation at Will, with Zero Privacy Leakage 2024 SIGMOD 4.9793485e-05
11,647 PD-Explain: A Unified Python-native Framework for Query Explanations Over DataFrames 2024 VLDB 4.9793485e-05
12,541 Provenance-based Dictionary Refinement in Information Extraction 2013 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 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 0.00059752575
24 Data Integration: A Theoretical Perspective 2002 PODS 0.00055043581
391 Why Not? 2009 SIGMOD 0.00019238698
517 Schema Mappings, Data Exchange, and Metadata Management 2005 PODS 0.00016948466
578 The Complexity of Causality and Responsibility for Query Answers and non-Answers 2011 VLDB 0.00016096504
590 On Propagation of Deletions and Annotations Through Views 2002 PODS 0.00015890019
622 On the Provenance of Non-Answers to Queries over Extracted Data 2008 VLDB 0.00015484312
791 How to ConQueR Why-Not Questions 2010 SIGMOD 0.00013976192
793 Model Management 2.0: Manipulating Richer Mappings 2007 SIGMOD 0.00013942384
1,076 Curated Databases 2008 PODS 0.00012159025
2,067 Explaining Missing Answers to SPJUA Queries 2010 VLDB 9.0924963e-05
2,360 Artemis: A System for Analyzing Missing Answers 2009 VLDB 8.5770202e-05
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