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PrivateClean: Data Cleaning and Differential Privacy

Summary: PrivateClean combines privacy-aware cleaning with differential privacy, generating private numeric and discrete datasets and enabling privacy-preserving aggregates. A bipartite graph over dirty-clean pairs estimates biases and guides privacy tuning. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
he99c9074304d0bff
Venue
SIGMOD
Year
2016
Pagerank
6.3150969e-05
Overall Rank
4,984 | 66.60%
DOI
10.1145/2882903.2915248

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{krishnan_sigmod16,
        title = {{PrivateClean: Data Cleaning and Differential Privacy}},
        author = {Krishnan, Sanjay and Wang, Jiannan and Franklin, Michael J. and Goldberg, Ken and Kraska, Tim},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2915248},
        url = {https://dl.acm.org/doi/10.1145/2882903.2915248},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
64 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00038378358
69 Privacy-Preserving Data Mining 2000 SIGMOD 0.00037815735
190 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00025812169
374 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00019698889
621 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00015460277
1,458 PrivBasis: Frequent Itemset Mining with Differential Privacy 2012 VLDB 0.00010562758
1,721 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7821782e-05
1,924 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.3535088e-05
1,966 GUPT: Privacy Preserving Data Analysis Made Easy 2012 SIGMOD 9.282558e-05
2,461 A Sampling Algebra for Aggregate Estimation 2013 VLDB 8.4123214e-05
2,650 CrowdFill: Collecting Structured Data from the Crowd 2014 SIGMOD 8.1519618e-05
2,925 Publishing Set-Valued Data via Differential Privacy 2011 VLDB 7.8390031e-05
4,669 Deriving Private Information from Randomized Data 2005 SIGMOD 6.46126e-05
8,803 Wisteria: Nurturing Scalable Data Cleaning Infrastructure 2015 VLDB 5.2598307e-05
8,894 Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views 2015 VLDB 5.2415191e-05
9,377 Non-Reversible Privacy Transformations 1982 PODS 5.1710375e-05
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