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Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins

Summary: Introduces Recursive Mechanism for differential privacy on aggregates produced by relational algebra queries with unrestricted joins. Defines empirical sensitivity to bound error and enables node-DP subgraph counting for arbitrary subgraphs, surpassing edge-DP limitations. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h6bacd98f00a5b636
Venue
SIGMOD
Year
2013
Pagerank
0.00013441869
Overall Rank
854 | 94.26%
DOI
10.1145/2463676.2465304

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{chen_sigmod13,
        title = {{Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins}},
        author = {Chen, Shixi and Zhou, Shuigeng},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2465304},
        url = {https://dl.acm.org/doi/10.1145/2463676.2465304},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
276 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.0002234348
1,166 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00011731286
1,240 Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets 2014 VLDB 0.00011378375
1,324 PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions 2016 SIGMOD 0.00011023355
1,838 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD 9.5315245e-05
2,009 Private Release of Graph Statistics using Ladder Functions 2015 SIGMOD 9.1951579e-05
2,488 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 8.3973087e-05
4,496 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 6.5764614e-05
4,999 Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics 2017 SIGMOD 6.3205439e-05
5,017 Privacy Preserving Subgraph Matching on Large Graphs in Cloud 2016 SIGMOD 6.3125608e-05
6,411 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.7935222e-05
6,661 Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy 2023 SIGMOD 5.717454e-05
6,803 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 5.6783493e-05
6,963 Fully Dynamic Algorithms for Graph Databases with Edge Differential Privacy 2025 PODS 5.6328879e-05
7,439 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 5.5267455e-05
7,483 DPGraph: A Benchmark Platform for Differentially Private Graph Analysis 2021 SIGMOD 5.5128501e-05
7,604 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 5.486517e-05
7,793 Budget Sharing for Multi-Analyst Differential Privacy 2021 VLDB 5.4516368e-05
8,008 Differentially Private Data Release over Multiple Tables 2023 PODS 5.4075828e-05
8,334 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.3527996e-05
8,366 Local Dampening: Differential Privacy for Non-numeric Queries via Local Sensitivity 2021 VLDB 5.3461308e-05
10,404 Acyclic Graph Pattern Counting under Local Differential Privacy 2026 SIGMOD 4.9793485e-05
10,581 N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics 2026 SIGMOD 4.9793485e-05
11,544 Personalized Truncation for Personalized Privacy 2024 SIGMOD 4.9793485e-05
11,686 Node-Differentially Private Estimation of the Number of Connected Components 2023 PODS 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank Cited Paper Year Venue Pagerank
17 Provenance Semirings 2007 PODS 0.00059752575
64 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00038522486
609 Private Analysis of Graph Structure 2011 VLDB 0.00015591971
879 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00013299637
1,246 No Free Lunch in Data Privacy 2011 SIGMOD 0.00011346748
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