DBScholar

Back to papers

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
4773
Venue
SIGMOD
Year
2013
Pagerank
0.00013715654
Overall Rank
836 | 94.27%
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
281 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022445849
1,144 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00011999046
1,220 Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets 2014 VLDB 0.00011619529
1,308 PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions 2016 SIGMOD 0.00011216361
1,790 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD 9.7502278e-05
1,960 Private Release of Graph Statistics using Ladder Functions 2015 SIGMOD 9.4058693e-05
2,436 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 8.5806427e-05
4,394 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 6.7274063e-05
4,881 Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics 2017 SIGMOD 6.465615e-05
5,384 Privacy Preserving Subgraph Matching on Large Graphs in Cloud 2016 SIGMOD 6.2370509e-05
6,288 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.9264969e-05
6,534 Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy 2023 SIGMOD 5.8486828e-05
6,666 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 5.8086805e-05
6,826 Fully Dynamic Algorithms for Graph Databases with Edge Differential Privacy 2025 PODS 5.7621757e-05
7,292 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 5.653597e-05
7,338 DPGraph: A Benchmark Platform for Differentially Private Graph Analysis 2021 SIGMOD 5.6393827e-05
7,456 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 5.6124452e-05
7,639 Budget Sharing for Multi-Analyst Differential Privacy 2021 VLDB 5.5767645e-05
7,850 Differentially Private Data Release over Multiple Tables 2023 PODS 5.5316993e-05
8,158 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.4756587e-05
8,198 Local Dampening: Differential Privacy for Non-numeric Queries via Local Sensitivity 2021 VLDB 5.4688368e-05
10,188 Acyclic Graph Pattern Counting under Local Differential Privacy 2026 SIGMOD 5.093636e-05
10,385 N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics 2026 SIGMOD 5.093636e-05
11,203 Personalized Truncation for Personalized Privacy 2024 SIGMOD 5.093636e-05
11,370 Node-Differentially Private Estimation of the Number of Connected Components 2023 PODS 5.093636e-05
Previous Page 1 / 1 Next

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 0.00059843817
62 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00038970535
596 Private Analysis of Graph Structure 2011 VLDB 0.00015926024
855 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00013579513
1,230 No Free Lunch in Data Privacy 2011 SIGMOD 0.00011572271
Previous Page 1 / 1 Next

Semantically Similar Papers