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SCODED: Statistical Constraint Oriented Data Error Detection

Summary: SCODED uses Statistical Constraints (SCs) for data cleaning, aligning with integrity constraints for insight and downstream use. Two parts SC Violation Detection and Error Drill Down (topk); experiments on synthetic data show SCs beat latest methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h08a99c0bf82d486c
Venue
SIGMOD
Year
2020
Pagerank
8.5434538e-05
Overall Rank
2,373 | 84.10%
DOI
10.1145/3318464.3380568

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{yan_sigmod20,
        title = {{SCODED: Statistical Constraint Oriented Data Error Detection}},
        author = {Yan, Jing Nathan and Schulte, Oliver and Zhang, MoHan and Wang, Jiannan and Cheng, Reynold},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3380568},
        url = {https://dl.acm.org/doi/10.1145/3318464.3380568},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
2,645 Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks 2020 SIGMOD 8.1641056e-05
5,273 Enabling SQL-based Training Data Debugging for Federated Learning 2022 VLDB 6.1887043e-05
5,883 Leveraging Application Data Constraints to Optimize Database-Backed Web Applications 2023 VLDB 5.9423067e-05
6,494 OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport 2024 SIGMOD 5.7499912e-05
6,539 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.7351897e-05
7,041 CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning 2021 SIGMOD 5.5982623e-05
7,194 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 5.573413e-05
7,496 Fast Detection of Denial Constraint Violations 2022 VLDB 5.4968024e-05
7,518 Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems 2021 SIGMOD 5.4894144e-05
7,548 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 5.481283e-05
7,755 Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes 2021 SIGMOD 5.4424293e-05
7,892 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4156936e-05
9,914 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 5.0983269e-05
10,603 Guardrail: Automated Integrity Constraint Synthesis From Noisy Data 2026 SIGMOD 4.9605343e-05
10,606 Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints 2026 SIGMOD 4.9605343e-05
10,760 Stress-Testing Causal Claims via Cardinality Repairs 2026 SIGMOD 4.9605343e-05
11,061 SubCure: A System for Stress-Testing Causal Conclusions Using Cardinality Repairs 2026 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
160 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00027775994
190 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00025812169
191 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0002578784
348 Discovering Denial Constraints 2013 VLDB 0.00020216677
544 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016584014
652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015117165
672 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00014903109
804 Interventional Fairness : Causal Database Repair for Algorithmic Fairness 2019 SIGMOD 0.00013788292
853 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013437314
989 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012638176
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012008783
1,306 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011076619
1,731 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.7585913e-05
2,361 Bias in OLAP Queries: Detection, Explanation, and Removal (Or Think Twice About Your AVG-Query) 2018 SIGMOD 8.5605216e-05
2,492 Query-Oriented Data Cleaning with Oracles 2015 SIGMOD 8.3722864e-05
2,685 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.116387e-05
2,752 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 8.0387193e-05
2,960 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 7.7967245e-05
4,852 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.3680596e-05
5,868 ActiveClean: An Interactive Data Cleaning Framework For Modern Machine Learning 2016 SIGMOD 5.948547e-05
6,496 HypDB: A Demonstration of Detecting, Explaining and Resolving Bias in OLAP queries 2018 VLDB 5.7489341e-05
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