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Data Augmentation for ML-driven Data Preparation and Integration

Summary: Tutorial on DA for ML-driven data preparation and integration in data management. Covers task-specific operators, interpolation, conditional generation, and policy learning; links to active learning and weak supervision. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hdfa08ff0488cac39
Venue
VLDB
Year
2021
Pagerank
5.0597449e-05
Overall Rank
10,153 | 31.95%
DOI
10.14778/3476311.3476403
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{li_vldb21,
        title = {{Data Augmentation for ML-driven Data Preparation and Integration}},
        author = {Li, Yuliang and Wang, Xiaolan and Miao, Zhengjie and Tan, Wang-Chiew},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {12},
        pages = {3182--3185},
        doi = {10.14778/3476311.3476403},
        url = {https://doi.org/10.14778/3476311.3476403},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
8,161 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 5.37207e-05
11,781 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
132 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030213215
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028049555
200 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025443474
271 Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach 2001 SIGMOD 0.00022566676
366 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019902067
853 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013437314
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012008783
1,111 Foofah: Transforming Data By Example 2017 SIGMOD 0.00011946262
1,123 Snuba: Automating Weak Supervision to Label Training Data 2019 VLDB 0.00011901566
1,347 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010947547
1,348 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010943046
1,582 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.0001015019
1,731 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.7585913e-05
1,875 Predictive Interaction for Data Transformation 2015 CIDR 9.4433754e-05
1,993 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2224853e-05
2,180 Data Synthesis based on Generative Adversarial Networks 2018 VLDB 8.9007609e-05
2,476 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.3932405e-05
4,186 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.7408641e-05
4,348 Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration 2020 VLDB 6.6367564e-05
5,094 Data Collection and Quality Challenges for Deep Learning 2020 VLDB 6.264232e-05
5,100 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.2624729e-05
6,896 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.6380737e-05
7,170 Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel 2018 SIGMOD 5.5784388e-05
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