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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
12711
Venue
VLDB
Year
2021
Pagerank
5.1955087e-05
Overall Rank
9,930 | 31.88%
DOI
10.14778/3476311.3476403

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
8,860 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 5.3564029e-05
11,417 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 5.093636e-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
141 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.0002964847
176 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00027191081
205 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025235185
263 Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach 2001 SIGMOD 0.0002305693
397 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019278189
946 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013054126
1,094 Snuba: Automating Weak Supervision to Label Training Data 2019 VLDB 0.00012214617
1,101 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012168934
1,165 Foofah: Transforming Data By Example 2017 SIGMOD 0.00011860616
1,402 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010888094
1,476 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010659277
1,560 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00010361222
1,866 Predictive Interaction for Data Transformation 2015 CIDR 9.5914583e-05
2,019 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2983994e-05
2,129 Data Synthesis based on Generative Adversarial Networks 2018 VLDB 9.1266572e-05
2,297 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 8.7897221e-05
2,463 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.5486912e-05
4,100 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.9016092e-05
4,261 Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration 2020 VLDB 6.7982037e-05
4,966 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.4225454e-05
6,315 Data Collection and Quality Challenges for Deep Learning 2020 VLDB 5.915447e-05
7,078 Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel 2018 SIGMOD 5.7095504e-05
7,325 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.6443833e-05
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