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PrivBayes: Private Data Release via Bayesian Networks

Summary: PrivBayes builds a Bayesian network to model attribute correlations and releases synthetic data by perturbing marginals and sampling the resulting distribution. Surrogate mutual-information learning guides BN construction boosting marginal accuracy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4840
Venue
SIGMOD
Year
2014
Pagerank
0.00011838753
Overall Rank
1,169 | 91.99%
DOI
10.1145/2588555.2588573

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zhang_sigmod14,
        title = {{PrivBayes: Private Data Release via Bayesian Networks}},
        author = {Zhang, Jun and Cormode, Graham and Procopiuc, Cecilia M. and Srivastava, Divesh and Xiao, Xiaokui},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2588573},
        url = {https://dl.acm.org/doi/10.1145/2588555.2588573},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
1,144 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00011999046
1,308 PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions 2016 SIGMOD 0.00011216361
2,012 Understanding the Sparse Vector Technique for Differential Privacy 2017 VLDB 9.3073552e-05
2,476 Data Synthesis via Differentially Private Markov Random Fields 2021 VLDB 8.5258582e-05
3,016 Plausible Deniability for Privacy-Preserving Data Synthesis 2017 VLDB 7.8484858e-05
3,375 Bayesian Differential Privacy on Correlated Data 2015 SIGMOD 7.4639817e-05
3,412 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.4344343e-05
4,029 Differential Privacy in Telco Big Data Platform 2015 VLDB 6.946445e-05
4,261 Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration 2020 VLDB 6.7982037e-05
5,613 Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges 2017 SIGMOD 6.1501263e-05
6,370 Differential Privacy in the Wild: A tutorial on current practices & open challenges 2016 VLDB 5.8973335e-05
6,555 Controllable Tabular Data Synthesis Using Diffusion Models 2024 SIGMOD 5.8415111e-05
7,147 Architecting a Differentially Private SQL Engine 2019 CIDR 5.6902859e-05
7,358 PreFair: Privately Generating Justifiably Fair Synthetic Data 2023 VLDB 5.6344213e-05
7,639 Budget Sharing for Multi-Analyst Differential Privacy 2021 VLDB 5.5767645e-05
7,909 Differentially Private Data Generation with Missing Data 2024 VLDB 5.5181056e-05
10,254 HeteroFedSyn: Differentially Private Tabular Data Synthesis for Heterogeneous Federated Settings 2026 SIGMOD 5.093636e-05
11,459 Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy 2023 VLDB 5.093636e-05
11,637 Improved Differentially Private Euclidean Distance Approximation 2021 PODS 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
121 Boosting the Accuracy of Differentially Private Histograms Through Consistency 2010 VLDB 0.00031639377
130 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00030604781
611 Optimizing Linear Counting Queries Under Differential Privacy 2010 PODS 0.00015747402
757 Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption 2010 SIGMOD 0.00014306168
775 Differentially Private Data Cubes: Optimizing Noise Sources and Consistency 2011 SIGMOD 0.00014110531
1,421 PrivBasis: Frequent Itemset Mining with Differential Privacy 2012 VLDB 0.00010828328
1,906 GUPT: Privacy Preserving Data Analysis Made Easy 2012 SIGMOD 9.5020196e-05
1,956 Low-Rank Mechanism: Optimizing Batch Queries under Differential Privacy 2012 VLDB 9.4157042e-05
2,108 An Adaptive Mechanism for Accurate Query Answering under Differential Privacy 2012 VLDB 9.1553397e-05
6,772 PrivGene: Differentially Private Model Fitting Using Genetic Algorithms 2013 SIGMOD 5.7782652e-05
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# Overall Rank Paper Year Venue
1 2,856 Publishing Set-Valued Data via Differential Privacy 2011 VLDB
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7 2,476 Data Synthesis via Differentially Private Markov Random Fields 2021 VLDB
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