Data Synthesis based on Generative Adversarial Networks

Summary: table-GAN synthesizes tabular data with GANs, preserving distribution while avoiding leakage. It shows model compatibility: synthetic data enables models to approach real-data performance, beating anonymization/perturbation across four real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: hfca855be0cd738ec
Venue: VLDB
Year: 2018
Pagerank: 8.933677e-05
Overall Rank: 2,165 | 85.45%
DOI: 10.14778/3231751.3231757

Incoming Non-self Citations Over Time

Authors

1. Noseong Park (University of North Carolina)
2. Mahmoud Mohammadi (University of North Carolina)
3. Kshitij Gorde (University of North Carolina)
4. Sushil Jajodia (George Mason University)
5. Hongkyu Park (Electronics and Telecommunications Research Institute)
6. Youngmin Kim (Electronics and Telecommunications Research Institute)

BibTeX Citation

@article{park_vldb18,
        title = {{Data Synthesis based on Generative Adversarial Networks}},
        author = {Park, Noseong and Mohammadi, Mahmoud and Gorde, Kshitij and Jajodia, Sushil and Park, Hongkyu and Kim, Youngmin},
        journal = {PVLDB},
        series = {{VLDB} '18},
        volume = {11},
        number = {10},
        pages = {1071--1083},
        doi = {10.14778/3231751.3231757},
        url = {https://doi.org/10.14778/3231751.3231757},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,329	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	6.6597797e-05
4,944	PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy	2023	SIGMOD	6.3439252e-05
4,953	Adaptive Data Augmentation for Supervised Learning over Missing Data	2021	VLDB	6.3416889e-05
5,209	SAM: Database Generation from Query Workloads with Supervised Autoregressive Models	2022	SIGMOD	6.2262056e-05
5,716	Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data	2023	SIGMOD	6.0194657e-05
6,680	Controllable Tabular Data Synthesis Using Diffusion Models	2024	SIGMOD	5.7104433e-05
8,026	TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications	2023	VLDB	5.4045222e-05
8,947	Machine Unlearning in Learned Databases: An Experimental Analysis	2024	SIGMOD	5.2532248e-05
8,969	Supporting Database Constraints in Synthetic Data Generation based on Generative Adversarial Networks	2020	SIGMOD	5.2467999e-05
9,133	Hit the Gym: Accelerating Query Execution to Efficiently Bootstrap Behavior Models for Self-Driving Database Management Systems	2024	VLDB	5.2229655e-05
9,575	A Step Toward Deep Online Aggregation	2023	SIGMOD	5.1571823e-05
10,112	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	5.0789354e-05
10,607	WaveStitch: Flexible and Fast Conditional Time Series Generation With Diffusion Models	2026	SIGMOD	4.9793485e-05
11,193	PrivPetal: Relational Data Synthesis via Permutation Relations	2025	SIGMOD	4.9793485e-05
11,391	PrivEval: a tool for interactive evaluation of privacy metrics in synthetic data generation	2025	VLDB	4.9793485e-05
11,667	DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms	2024	VLDB	4.9793485e-05

Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
68	Privacy-Preserving Data Mining	2000	SIGMOD	0.00037958605
254	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00023020039

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	8,092	PSynDB: Accurate and Accessible Private Data Generation	2019	VLDB
2	3,293	Privacy-preserving Anonymization of Set-valued Data	2008	VLDB
3	3,292	Kamino: Constraint-Aware Differentially Private Data Synthesis	2021	VLDB
4	12,796	Anonymized Data: Generation, Models, Usage	2009	SIGMOD
5	8,078	Differentially Private Data Generation with Missing Data	2024	VLDB
6	10,546	Benchmarking Differentially Private Tabular Data Synthesis: [Experiments & Analysis]	2026	SIGMOD
7	3,078	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB
8	8,969	Supporting Database Constraints in Synthetic Data Generation based on Generative Adversarial Networks	2020	SIGMOD
9	8,683	Synthetic Tabular Data: Methods, Attacks and Defenses	2025	VLDB
10	4,329	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB