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: 10941
Venue: VLDB
Year: 2014
Pagerank: 0.00011199166
Overall Rank: 1,602 | 88.86%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
453	Towards Practical Differential Privacy for SQL Queries	2018	VLDB	0.00022741848
2,683	Private Release of Graph Statistics using Ladder Functions	2015	SIGMOD	8.315553e-05
4,502	ϵktelo: A Framework for Defining Differentially-Private Computations	2018	SIGMOD	6.1366984e-05
5,349	PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy	2023	SIGMOD	5.553869e-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
6,065	APEx: Accuracy-Aware Differentially Private Data Exploration	2019	SIGMOD	5.2291685e-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
7,417	DProvDB: Differentially Private Query Processing with Multi-Analyst Provenance	2023	SIGMOD	4.7355114e-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
7,864	Differentially Private Data Release over Multiple Tables	2023	PODS	4.6327272e-05
7,940	DPGraph: A Benchmark Platform for Differentially Private Graph Analysis	2021	SIGMOD	4.613363e-05
9,195	DPSAaS: Multi-Dimensional Data Sharing and Analytics as Services under Local Differential Privacy	2019	VLDB	4.3756951e-05
9,796	DP-starJ: A Differential Private Scheme towards Analytical Star-Join Queries	2023	SIGMOD	4.2818172e-05
10,348	Fully Dynamic Algorithms for Graph Databases with Edge Differential Privacy	2025	PODS	4.1945683e-05
11,074	Confidence Intervals for Private Query Processing	2024	VLDB	4.1945683e-05
11,163	Universal Private Estimators	2023	PODS	4.1945683e-05
11,164	Node-Differentially Private Estimation of the Number of Connected Components	2023	PODS	4.1945683e-05
11,514	ATLANTIC: Making Database Differentially Private and Faster with Accuracy Guarantee	2021	VLDB	4.1945683e-05

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	0.00053933811
505	Relationship Privacy: Output Perturbation for Queries with Joins	2009	PODS	0.00021491332
642	Private Analysis of Graph Structure	2011	VLDB	0.00018755196
742	Optimizing Linear Counting Queries Under Differential Privacy	2010	PODS	0.00017360873
1,177	Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins	2013	SIGMOD	0.00013470212
1,681	GUPT: Privacy Preserving Data Analysis Made Easy	2012	SIGMOD	0.00010929746
2,274	An Adaptive Mechanism for Accurate Query Answering under Differential Privacy	2012	VLDB	9.1297703e-05
6,185	Privacy-Aware Data Management in Information Networks	2011	SIGMOD	5.1666285e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
178	Boosting the Accuracy of Differentially Private Histograms Through Consistency	2010	VLDB	0.00037697111
7,940	DPGraph: A Benchmark Platform for Differentially Private Graph Analysis	2021	SIGMOD	4.613363e-05
4,668	PrivateClean: Data Cleaning and Differential Privacy	2016	SIGMOD	6.0115918e-05
1,177	Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins	2013	SIGMOD	0.00013470212
7,064	Residual Sensitivity for Differentially Private Multi-Way Joins	2021	SIGMOD	4.8450749e-05
6,235	Global and Local Differentially Private Release of Count-Weighted Graphs	2023	SIGMOD	5.1451658e-05
2,465	Principled Evaluation of Differentially Private Algorithms using DPBench	2016	SIGMOD	8.7518123e-05
1,935	A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy	2014	VLDB	0.00010032967
10,513	Computing Inconsistency Measures Under Differential Privacy	2025	SIGMOD	4.1945683e-05
83	Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis	2009	SIGMOD	0.00053933811