Adaptive Data Augmentation for Supervised Learning over Missing Data

Summary: Proposes an unsupervised DAGAN, a GAN framework for adaptive data augmentation to bridge missing-value patterns across source and target data in supervised learning. Dual-GANs learn target noise masks and augment source data before retraining, boosting robustness. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12312
Venue: VLDB
Year: 2021
Pagerank: 5.7451454e-05
Overall Rank: 5,026 | 65.08%
DOI: 10.14778/3450980.3450989

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,313	Efficient and Effective Data Imputation with Influence Functions	2022	VLDB	7.2336734e-05
4,103	GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data	2023	SIGMOD	6.4460899e-05
6,570	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0017341e-05
8,522	Controllable Tabular Data Synthesis Using Diffusion Models	2024	SIGMOD	4.4893996e-05
9,247	ZIP: Lazy Imputation during Query Processing	2024	VLDB	4.3648789e-05
9,855	In-Database Data Imputation	2024	SIGMOD	4.2652623e-05
10,751	DIM-SUM: Dynamic IMputation for Smart Utility Management	2025	VLDB	4.1905499e-05
10,956	Certain and Approximately Certain Models for Statistical Learning	2024	SIGMOD	4.1905499e-05
11,140	Generalizable Data Cleaning of Tabular Data in Latent Space	2024	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
830	Guided Data Repair	2011	VLDB	0.00016125759
879	Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes	2013	SIGMOD	0.00015649604
1,403	Detecting Data Errors: Where are we and what needs to be done?	2016	VLDB	0.00012180046
1,895	Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning	2020	VLDB	0.00010174634
2,423	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8447357e-05
2,968	Raha: A Configuration-Free Error Detection System	2019	SIGMOD	7.7964476e-05
3,144	Active Learning for ML Enhanced Database Systems	2020	SIGMOD	7.4844943e-05
4,113	Learning to Validate the Predictions of Black Box Classifiers on Unseen Data	2020	SIGMOD	6.4326771e-05
4,885	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8509546e-05

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