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Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets

Summary: presents wPINQ, a differential-privacy platform that improves accuracy by non-uniformly scaling weights of records instead of increasing noise. extends PINQ with a non-uniform join operator and a random-walk probabilistic inference engine to support graph analytics and synthetic-data generation with formal privacy guarantees. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10942
Venue
VLDB
Year
2014
Pagerank
0.00011171719
Overall Rank
1,607 | 88.84%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
451 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022807098
2,686 Private Release of Graph Statistics using Ladder Functions 2015 SIGMOD 8.31087e-05
4,504 ϵktelo: A Framework for Defining Differentially-Private Computations 2018 SIGMOD 6.1307972e-05
5,264 PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy 2023 SIGMOD 5.5951175e-05
5,499 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 5.4737427e-05
6,067 APEx: Accuracy-Aware Differentially Private Data Exploration 2019 SIGMOD 5.2241487e-05
6,406 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.0704962e-05
7,059 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 4.8404261e-05
7,416 DProvDB: Differentially Private Query Processing with Multi-Analyst Provenance 2023 SIGMOD 4.7309698e-05
7,437 Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy 2023 SIGMOD 4.7258659e-05
7,441 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 4.7251588e-05
7,584 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 4.7015411e-05
7,865 Differentially Private Data Release over Multiple Tables 2023 PODS 4.6282846e-05
7,943 DPGraph: A Benchmark Platform for Differentially Private Graph Analysis 2021 SIGMOD 4.6089395e-05
9,198 DPSAaS: Multi-Dimensional Data Sharing and Analytics as Services under Local Differential Privacy 2019 VLDB 4.371501e-05
9,799 DP-starJ: A Differential Private Scheme towards Analytical Star-Join Queries 2023 SIGMOD 4.2777144e-05
10,360 Fully Dynamic Algorithms for Graph Databases with Edge Differential Privacy 2025 PODS 4.1905499e-05
11,077 Confidence Intervals for Private Query Processing 2024 VLDB 4.1905499e-05
11,166 Universal Private Estimators 2023 PODS 4.1905499e-05
11,167 Node-Differentially Private Estimation of the Number of Connected Components 2023 PODS 4.1905499e-05
11,518 ATLANTIC: Making Database Differentially Private and Faster with Accuracy Guarantee 2021 VLDB 4.1905499e-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
83 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00053910987
506 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00021481335
642 Private Analysis of Graph Structure 2011 VLDB 0.00018757732
742 Optimizing Linear Counting Queries Under Differential Privacy 2010 PODS 0.00017336928
1,177 Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins 2013 SIGMOD 0.00013465351
1,681 GUPT: Privacy Preserving Data Analysis Made Easy 2012 SIGMOD 0.00010922454
2,278 An Adaptive Mechanism for Accurate Query Answering under Differential Privacy 2012 VLDB 9.1254873e-05
6,190 Privacy-Aware Data Management in Information Networks 2011 SIGMOD 5.1604866e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
178 Boosting the Accuracy of Differentially Private Histograms Through Consistency 2010 VLDB 0.00037726596
7,943 DPGraph: A Benchmark Platform for Differentially Private Graph Analysis 2021 SIGMOD 4.6089395e-05
4,664 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.0058132e-05
1,177 Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins 2013 SIGMOD 0.00013465351
7,059 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 4.8404261e-05
6,231 Global and Local Differentially Private Release of Count-Weighted Graphs 2023 SIGMOD 5.1402278e-05
2,461 Principled Evaluation of Differentially Private Algorithms using DPBench 2016 SIGMOD 8.7486072e-05
1,928 A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy 2014 VLDB 0.00010062105
10,522 Computing Inconsistency Measures Under Differential Privacy 2025 SIGMOD 4.1905499e-05
83 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00053910987