Back to papers
Differentially Private Data Generation with Missing Data
Summary: Formalizes DP synthetic-data generation with missing values and proposes three adaptive strategies that markedly improve utility across diverse missingness regimes. Models missingness as a sampling process to derive tighter bounds relating DP guarantees on incomplete inputs to privacy of the true complete data.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13437
- Venue
- VLDB
- Year
- 2024
- Pagerank
- 4.7135369e-05
- Overall Rank
- 7,485 | 47.98%
- DOI
-
10.14778/3659437.3659455
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 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 |
| 111 |
Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release |
2007 |
PODS |
0.00047047599 |
| 451 |
Towards Practical Differential Privacy for SQL Queries |
2018 |
VLDB |
0.00022807098 |
| 1,446 |
PrivBayes: Private Data Release via Bayesian Networks |
2014 |
SIGMOD |
0.00011931212 |
| 1,740 |
PrivateSQL: A Differentially Private SQL Query Engine |
2019 |
VLDB |
0.00010696383 |
| 1,762 |
PriView: Practical Differentially Private Release of Marginal Contingency Tables |
2014 |
SIGMOD |
0.00010629368 |
| 3,332 |
AIM: An Adaptive and Iterative Mechanism for Differentially Private Synthetic Data |
2022 |
VLDB |
7.2086982e-05 |
| 3,834 |
Kamino: Constraint-Aware Differentially Private Data Synthesis |
2021 |
VLDB |
6.713066e-05 |
| 4,248 |
DPSynthesizer: Differentially Private Data Synthesizer for Privacy Preserving Data Sharing |
2014 |
VLDB |
6.3175826e-05 |
| 4,664 |
PrivateClean: Data Cleaning and Differential Privacy |
2016 |
SIGMOD |
6.0058132e-05 |
| 6,067 |
APEx: Accuracy-Aware Differentially Private Data Exploration |
2019 |
SIGMOD |
5.2241487e-05 |
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 10,522 |
Computing Inconsistency Measures Under Differential Privacy |
2025 |
SIGMOD |
4.1905499e-05 |
| 2,423 |
Data Synthesis based on Generative Adversarial Networks |
2018 |
VLDB |
8.8447357e-05 |
| 10,041 |
A General Framework for Per-record Differential Privacy |
2026 |
SIGMOD |
4.1905499e-05 |
| 8,275 |
Synthetic Tabular Data: Methods, Attacks and Defenses |
2025 |
VLDB |
4.5392079e-05 |
| 10,366 |
Private Synthetic Data Generation in Bounded Memory |
2025 |
PODS |
4.1905499e-05 |
| 2,889 |
Data Synthesis via Differentially Private Markov Random Fields |
2021 |
VLDB |
7.9589189e-05 |
| 10,913 |
Continual Release of Differentially Private Synthetic Data from Longitudinal Data Collections |
2024 |
PODS |
4.1905499e-05 |
| 10,053 |
Benchmarking Differentially Private Tabular Data Synthesis: [Experiments & Analysis] |
2026 |
SIGMOD |
4.1905499e-05 |
| 11,146 |
DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms |
2024 |
VLDB |
4.1905499e-05 |
| 3,306 |
Plausible Deniability for Privacy-Preserving Data Synthesis |
2017 |
VLDB |
7.2411112e-05 |