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Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples

Summary: Falcon is an interactive, deterministic, declarative data-cleaning system that repairs data with SQL UPDATEs, avoiding predefined quality rules. From one user update, it searches a lattice of repairs to yield a minimal, high-coverage set, via multi-hop search and user-guided validation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5331
Venue
SIGMOD
Year
2016
Pagerank
5.2677992e-05
Overall Rank
9,442 | 35.22%
DOI
10.1145/2882903.2915242

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{he_sigmod16,
        title = {{Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples}},
        author = {He, Jian and Veltri, Enzo and Santoro, Donatello and Li, Guoliang and Mecca, Giansalvatore and Papotti, Paolo and Tang, Nan},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2915242},
        url = {https://dl.acm.org/doi/10.1145/2882903.2915242},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
5,312 Explaining Repaired Data with CFDs 2018 VLDB 6.2698779e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 26 of 26 cited papers.

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

Rank Cited Paper Year Venue Pagerank
94 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034616103
159 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00028129426
185 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00026231189
201 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.00025558602
376 Discovering Denial Constraints 2013 VLDB 0.00019677674
647 Discovering Data Quality Rules 2008 VLDB 0.00015334666
661 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.0001519162
714 Guided Data Repair 2011 VLDB 0.00014662041
725 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014617251
800 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013911223
998 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001275238
1,262 Discovering Queries based on Example Tuples 2014 SIGMOD 0.00011427456
1,313 Reverse Engineering Complex Join Queries 2013 SIGMOD 0.00011186284
1,751 Sample-Driven Schema Mapping 2012 SIGMOD 9.838446e-05
1,866 Predictive Interaction for Data Transformation 2015 CIDR 9.5914583e-05
2,142 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 9.0975882e-05
2,398 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.631172e-05
2,647 Building, Maintaining, and Using Knowledge Bases: A Report from the Trenches 2013 SIGMOD 8.2959636e-05
2,782 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.1280264e-05
2,981 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8960114e-05
4,183 Scalable Discovery of Unique Column Combinations 2014 VLDB 6.8467773e-05
4,245 Interactive Join Query Inference with JIM 2014 VLDB 6.8057947e-05
4,246 Playful Query Specification with DataPlay 2012 VLDB 6.8057675e-05
4,750 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 6.5247192e-05
4,910 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 6.4484207e-05
6,050 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.9945626e-05
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