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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
- 12524
- Venue
- VLDB
- Year
- 2021
- Pagerank
- 4.2815042e-05
- Overall Rank
- 9,776 | 32.06%
- DOI
-
10.14778/3476311.3476403
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
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 |
| 207 |
Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach |
2001 |
SIGMOD |
0.00034571837 |
| 219 |
Deep Entity Matching with Pre-Trained Language Models |
2021 |
VLDB |
0.00033354456 |
| 252 |
Snorkel: Rapid Training Data Creation with Weak Supervision |
2018 |
VLDB |
0.00030532082 |
| 293 |
Deep Learning for Entity Matching: A Design Space Exploration |
2018 |
SIGMOD |
0.00028661817 |
| 514 |
TURL: Table Understanding through Representation Learning |
2021 |
VLDB |
0.00021280726 |
| 1,218 |
Snuba: Automating Weak Supervision to Label Training Data |
2019 |
VLDB |
0.00013221309 |
| 1,266 |
Foofah: Transforming Data By Example |
2017 |
SIGMOD |
0.00012921038 |
| 1,340 |
HoloDetect: Few-Shot Learning for Error Detection |
2019 |
SIGMOD |
0.00012492795 |
| 1,530 |
Example-driven Design of Efficient Record Matching Queries |
2007 |
VLDB |
0.00011483613 |
| 1,544 |
KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing |
2015 |
SIGMOD |
0.00011438274 |
| 1,895 |
Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning |
2020 |
VLDB |
0.00010174634 |
| 1,914 |
Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks |
2020 |
SIGMOD |
0.00010111859 |
| 2,100 |
Predictive Interaction for Data Transformation |
2015 |
CIDR |
9.5410186e-05 |
| 2,348 |
RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation |
2021 |
VLDB |
8.9903659e-05 |
| 2,423 |
Data Synthesis based on Generative Adversarial Networks |
2018 |
VLDB |
8.8447357e-05 |
| 2,758 |
A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching |
2020 |
SIGMOD |
8.1668285e-05 |
| 2,968 |
Raha: A Configuration-Free Error Detection System |
2019 |
SIGMOD |
7.7964476e-05 |
| 4,596 |
Data Integration and Machine Learning: A Natural Synergy |
2018 |
SIGMOD |
6.0540725e-05 |
| 4,885 |
Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration |
2020 |
VLDB |
5.8509546e-05 |
| 5,974 |
Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond |
2021 |
SIGMOD |
5.2458154e-05 |
| 6,526 |
Data Collection and Quality Challenges for Deep Learning |
2020 |
VLDB |
5.0219175e-05 |
| 7,614 |
ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation |
2020 |
VLDB |
4.6916018e-05 |
| 8,044 |
Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel |
2018 |
SIGMOD |
4.5950532e-05 |
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| 5,026 |
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VLDB |
5.7451454e-05 |
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SIGMOD |
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| 4,596 |
Data Integration and Machine Learning: A Natural Synergy |
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| 7,241 |
Data Integration and Machine Learning: A Natural Synergy |
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VLDB |
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