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Private Analysis of Graph Structure

Summary: Edge-DP graph statistics; release approximate counts of edge-induced isomorphic subgraphs (triangles, k-stars) in relational networks. Extends NRS's triangle method to k-stars; uses higher-order local sensitivity for k-triangles, achieving stronger privacy with less noise than RHMS; theory, experiments, ER analysis, and hardness results. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10177
Venue
VLDB
Year
2011
Pagerank
0.00018755196
Overall Rank
642 | 95.54%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
453 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022741848
1,177 Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins 2013 SIGMOD 0.00013470212
1,602 Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets 2014 VLDB 0.00011199166
1,681 GUPT: Privacy Preserving Data Analysis Made Easy 2012 SIGMOD 0.00010929746
1,738 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00010720057
2,226 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD 9.2421776e-05
3,325 Shortest Paths and Distances with Differential Privacy 2016 PODS 7.2211576e-05
4,754 Differentially Private Binary- and Matrix-Valued Data Query: An XOR Mechanism 2021 VLDB 5.9468785e-05
5,246 Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics 2017 SIGMOD 5.6063332e-05
5,491 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 5.4776364e-05
5,885 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.2880878e-05
6,235 Global and Local Differentially Private Release of Count-Weighted Graphs 2023 SIGMOD 5.1451658e-05
6,410 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.0753667e-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
7,579 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 4.706055e-05
7,943 Local Dampening: Differential Privacy for Non-numeric Queries via Local Sensitivity 2021 VLDB 4.613363e-05
8,234 Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy 2025 SIGMOD 4.5535352e-05
8,873 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 4.4313867e-05
9,405 Common Neighborhood Estimation over Bipartite Graphs under Local Differential Privacy 2024 SIGMOD 4.3441378e-05
10,094 N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics 2026 SIGMOD 4.1945683e-05
10,157 Efficient and Effective Biclique Counting with Local Differential Privacy 2026 SIGMOD 4.1945683e-05
10,513 Computing Inconsistency Measures Under Differential Privacy 2025 SIGMOD 4.1945683e-05
10,672 Sectric: Towards Accurate, Privacy-preserving and Efficient Triangle Counting 2025 VLDB 4.1945683e-05
10,689 GORAM: Graph-oriented ORAM for Efficient Ego-centric Queries on Federated Graphs 2025 VLDB 4.1945683e-05
11,074 Confidence Intervals for Private Query Processing 2024 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank Cited Paper Year Venue Pagerank
505 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00021491332
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