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PriView: Practical Differentially Private Release of Marginal Contingency Tables

Summary: PriView enables practical DP release of marginal contingency tables via a compact set of views. Reconstructs k-way marginals via max-entropy; enforces consistency, corrects negative entries, and uses covering-design view selection for large gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4780
Venue
SIGMOD
Year
2014
Pagerank
0.00010636626
Overall Rank
1,764 | 87.73%
DOI
10.1145/2588555.2588575

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
1,738 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00010720057
2,434 Optimizing error of high-dimensional statistical queries under differential privacy 2018 VLDB 8.8278955e-05
2,555 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.5477878e-05
3,068 Answering Range Queries Under Local Differential Privacy 2019 SIGMOD 7.6171639e-05
3,104 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 7.5578613e-05
3,368 Answering Multi-Dimensional Range Queries under Local Differential Privacy 2021 VLDB 7.1714763e-05
3,831 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 6.7181688e-05
5,349 PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy 2023 SIGMOD 5.553869e-05
5,491 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 5.4776364e-05
7,064 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 4.8450749e-05
7,439 Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy 2023 SIGMOD 4.7304034e-05
7,485 Differentially Private Data Generation with Missing Data 2024 VLDB 4.7180617e-05
7,491 Saibot: A Differentially Private Data Search Platform 2023 VLDB 4.7180617e-05
7,579 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 4.706055e-05
9,285 PriPL-Tree: Accurate Range Query for Arbitrary Distribution under Local Differential Privacy 2024 VLDB 4.3623546e-05
9,592 HDPView: Differentially Private Materialized View for Exploring High Dimensional Relational Data 2022 VLDB 4.3202988e-05
9,796 DP-starJ: A Differential Private Scheme towards Analytical Star-Join Queries 2023 SIGMOD 4.2818172e-05
10,102 PrivAGS: Differentially Private Attributed Graph Synthesis 2026 SIGMOD 4.1945683e-05
11,439 Improved Differentially Private Euclidean Distance Approximation 2021 PODS 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank Cited Paper Year Venue Pagerank
111 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00047073785
178 Boosting the Accuracy of Differentially Private Histograms Through Consistency 2010 VLDB 0.00037697111
568 Practical Privacy: The SuLQ Framework 2005 PODS 0.00019949368
742 Optimizing Linear Counting Queries Under Differential Privacy 2010 PODS 0.00017360873
878 Differentially Private Data Cubes: Optimizing Noise Sources and Consistency 2011 SIGMOD 0.00015702437
1,567 PrivBasis: Frequent Itemset Mining with Differential Privacy 2012 VLDB 0.0001133268
2,052 Low-Rank Mechanism: Optimizing Batch Queries under Differential Privacy 2012 VLDB 9.676612e-05
2,274 An Adaptive Mechanism for Accurate Query Answering under Differential Privacy 2012 VLDB 9.1297703e-05
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