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Dependencies Revisited for Improving Data Quality

Summary: Survey of modern revisions to classical dependency theory tailored for data quality: covers approximate, conditional, probabilistic and matching-aware variants that better model real-world inconsistencies. Emphasizes their use for detection, matching, repair and querying of inconsistent data and outlines research directions for theory and systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hb05159b12e2af120
Venue
PODS
Year
2008
Pagerank
0.00017280722
Overall Rank
500 | 96.64%
DOI
10.1145/1376916.1376940

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{fan_pods08,
        address = {New York, NY, USA},
        series = {{PODS} '08},
        title = {{Dependencies Revisited for Improving Data Quality}},
        url = {https://dl.acm.org/doi/10.1145/1376916.1376940},
        doi = {10.1145/1376916.1376940},
        booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
        publisher = {Association for Computing Machinery},
        author = {Fan, Wenfei and Fan, Wenfei},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 36 of 36 citing papers.

Rank Citing Paper Year Venue Pagerank
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033690989
618 Reasoning about Record Matching Rules 2009 VLDB 0.00015536912
652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015121325
697 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014694048
716 Guided Data Repair 2011 VLDB 0.00014553463
767 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00014114806
989 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001265344
1,076 Curated Databases 2008 PODS 0.00012159025
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012037058
2,964 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8052551e-05
4,226 Scalable Discovery of Unique Column Combinations 2014 VLDB 6.7183259e-05
4,588 Cleaning Inconsistencies in Information Extraction via Prioritized Repairs 2014 PODS 6.5155201e-05
5,522 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 6.0956156e-05
5,739 Capturing Missing Tuples and Missing Values 2010 PODS 6.011429e-05
5,740 Relative Information Completeness 2009 PODS 6.011429e-05
5,779 Consistent Query Answers in Inconsistent Probabilistic Databases 2010 SIGMOD 5.9976039e-05
6,849 Record Linkage with Uniqueness Constraints and Erroneous Values 2010 VLDB 5.6655903e-05
6,999 Statisticum: Data Statistics Management in SAP HANA 2017 VLDB 5.6252486e-05
7,214 We Challenge You to Certify Your Updates 2011 SIGMOD 5.5838131e-05
7,226 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 5.5810344e-05
7,875 Learning Over Dirty Data Without Cleaning 2020 SIGMOD 5.4355826e-05
8,224 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.3747673e-05
8,426 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD 5.3350162e-05
8,756 Exploratory Training: When Annotators Learn About Data 2023 SIGMOD 5.2840289e-05
8,969 Supporting Database Constraints in Synthetic Data Generation based on Generative Adversarial Networks 2020 SIGMOD 5.2467999e-05
9,120 Discovering Similarity Inclusion Dependencies 2023 SIGMOD 5.2259037e-05
9,374 Efficient Approximation of Certain and Possible Answers for Ranking and Window Queries over Uncertain Data 2023 VLDB 5.1868213e-05
9,518 RDFind: Scalable Conditional Inclusion Dependency Discovery in RDF Datasets 2016 SIGMOD 5.1682969e-05
9,696 Constraint-Variance Tolerant Data Repairing 2016 SIGMOD 5.1389775e-05
10,106 Efficient Differential Dependency Discovery 2024 VLDB 5.0789354e-05
10,269 On Saving Outliers for Better Clustering over Noisy Data 2021 SIGMOD 5.0489944e-05
10,707 Repairing Property Graphs under PG-Constraints 2026 VLDB 4.9793485e-05
11,841 LACE: A Logical Approach to Collective Entity Resolution 2022 PODS 4.9793485e-05
12,011 ADESIT: Visualize the Limits of your Data in a Machine Learning Process 2021 VLDB 4.9793485e-05
12,374 Cleaning Timestamps with Temporal Constraints 2016 VLDB 4.9793485e-05
12,708 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

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