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Optimizing error of high-dimensional statistical queries under differential privacy

Summary: HDMM: a differentially private solution for predicate-count workloads in high dimensions. Implicit matrix representation of query workloads enables efficient search for high-accuracy private algorithms, yielding lower error than prior methods on diverse low- and high-dimensional datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11612
Venue
VLDB
Year
2018
Pagerank
8.8278955e-05
Overall Rank
2,434 | 83.07%
DOI
10.14778/3231751.3231769

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
1,738 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00010720057
1,891 Towards Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 0.00010194092
2,555 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.5477878e-05
2,673 Shrinkwrap: Efficient SQL Query Processing in Differentially Private Data Federations 2019 VLDB 8.3333418e-05
2,881 Data Synthesis via Differentially Private Markov Random Fields 2021 VLDB 7.9665978e-05
3,329 AIM: An Adaptive and Iterative Mechanism for Differentially Private Synthetic Data 2022 VLDB 7.2156424e-05
3,368 Answering Multi-Dimensional Range Queries under Local Differential Privacy 2021 VLDB 7.1714763e-05
5,349 PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy 2023 SIGMOD 5.553869e-05
6,065 APEx: Accuracy-Aware Differentially Private Data Exploration 2019 SIGMOD 5.2291685e-05
6,887 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 4.8937852e-05
6,970 Architecting a Differentially Private SQL Engine 2019 CIDR 4.8796169e-05
7,034 A Neural Database for Differentially Private Spatial Range Queries 2022 VLDB 4.8550912e-05
7,196 Longshot: Indexing Growing Databases using MPC and Differential Privacy 2023 VLDB 4.8036487e-05
7,471 A workload-adaptive mechanism for linear queries under local differential privacy 2020 VLDB 4.7199888e-05
7,502 PSynDB: Accurate and Accessible Private Data Generation 2019 VLDB 4.7180617e-05
7,619 Budget Sharing for Multi-Analyst Differential Privacy 2021 VLDB 4.6941145e-05
7,624 A Neural Approach to Spatio-Temporal Data Release with User-Level Differential Privacy 2023 SIGMOD 4.6931334e-05
7,997 Optimizing Fitness-For-Use of Differentially Private Linear Queries 2021 VLDB 4.6105691e-05
8,609 PreFair: Privately Generating Justifiably Fair Synthetic Data 2023 VLDB 4.4853979e-05
9,512 Answering Private Linear Queries Adaptively using the Common Mechanism 2023 VLDB 4.3335882e-05
9,513 Multi-Analyst Differential Privacy for Online Query Answering 2023 VLDB 4.3335882e-05
9,514 Framework for Differentially Private Data Analysis with Multiple Accuracy Requirements 2021 SIGMOD 4.3335882e-05
9,592 HDPView: Differentially Private Materialized View for Exploring High Dimensional Relational Data 2022 VLDB 4.3202988e-05
9,766 DPXPlain: Privately Explaining Aggregate Query Answers 2023 VLDB 4.2856106e-05
10,053 Benchmarking Differentially Private Tabular Data Synthesis: [Experiments & Analysis] 2026 SIGMOD 4.1945683e-05
10,513 Computing Inconsistency Measures Under Differential Privacy 2025 SIGMOD 4.1945683e-05
11,143 DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms 2024 VLDB 4.1945683e-05
11,260 Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy 2023 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 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
111 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00047073785
178 Boosting the Accuracy of Differentially Private Histograms Through Consistency 2010 VLDB 0.00037697111
453 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022741848
719 Understanding Hierarchical Methods for Differentially Private Histograms 2013 VLDB 0.00017626484
742 Optimizing Linear Counting Queries Under Differential Privacy 2010 PODS 0.00017360873
878 Differentially Private Data Cubes: Optimizing Noise Sources and Consistency 2011 SIGMOD 0.00015702437
1,520 PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions 2016 SIGMOD 0.00011535148
1,764 PriView: Practical Differentially Private Release of Marginal Contingency Tables 2014 SIGMOD 0.00010636626
1,935 A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy 2014 VLDB 0.00010032967
2,052 Low-Rank Mechanism: Optimizing Batch Queries under Differential Privacy 2012 VLDB 9.676612e-05
2,274 An Adaptive Mechanism for Accurate Query Answering under Differential Privacy 2012 VLDB 9.1297703e-05
2,465 Principled Evaluation of Differentially Private Algorithms using DPBench 2016 SIGMOD 8.7518123e-05
2,776 iReduct: Differential Privacy with Reduced Relative Errors 2011 SIGMOD 8.1326122e-05
3,760 Output Perturbation with Query Relaxation 2008 VLDB 6.7805033e-05
5,246 Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics 2017 SIGMOD 5.6063332e-05
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Overall Rank Paper Year Venue Pagerank
2,274 An Adaptive Mechanism for Accurate Query Answering under Differential Privacy 2012 VLDB 9.1297703e-05
2,465 Principled Evaluation of Differentially Private Algorithms using DPBench 2016 SIGMOD 8.7518123e-05
2,052 Low-Rank Mechanism: Optimizing Batch Queries under Differential Privacy 2012 VLDB 9.676612e-05
10,041 A General Framework for Per-record Differential Privacy 2026 SIGMOD 4.1945683e-05
8,794 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 4.4502028e-05
3,368 Answering Multi-Dimensional Range Queries under Local Differential Privacy 2021 VLDB 7.1714763e-05
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742 Optimizing Linear Counting Queries Under Differential Privacy 2010 PODS 0.00017360873
2,555 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.5477878e-05
9,592 HDPView: Differentially Private Materialized View for Exploring High Dimensional Relational Data 2022 VLDB 4.3202988e-05