Efficient and Effective Data Imputation with Influence Functions
Summary: EDIT uses influence functions to identify high-impact incomplete samples and selects a minimal representative training set with imputation-accuracy guarantees. A weighted loss emphasizes these samples, achieving ~4× faster training with ~5% of the data and improved accuracy. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xiaoye Miao (Zhejiang University)
- 2. Yangyang Wu (Zhejiang University)
- 3. Lu Chen (Zhejiang University)
- 4. Yunjun Gao (Zhejiang University)
- 5. Jun Wang (Hong Kong University of Science and Technology)
- 6. Jianwei Yin (Zhejiang University)
BibTeX Citation
@article{miao_vldb22,
title = {{Efficient and Effective Data Imputation with Influence Functions}},
author = {Miao, Xiaoye and Wu, Yangyang and Chen, Lu and Gao, Yunjun and Wang, Jun and Yin, Jianwei},
journal = {PVLDB},
series = {{VLDB} '22},
volume = {15},
number = {3},
pages = {624--632},
doi = {10.14778/3494124.3494143},
url = {https://doi.org/10.14778/3494124.3494143},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,580 | Automatic Data Repair: Are We Ready to Deploy? | 2024 | VLDB | 7.2888516e-05 |
| 3,886 | GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data | 2023 | SIGMOD | 7.0460597e-05 |
| 6,642 | Missing Data Imputation with Uncertainty-Driven Network | 2024 | SIGMOD | 5.8157857e-05 |
| 8,802 | Outlier Summarization via Human Interpretable Rules | 2024 | VLDB | 5.3685765e-05 |
| 9,192 | Efficient and Effective Cardinality Estimation for Skyline Family | 2023 | SIGMOD | 5.3058708e-05 |
| 9,285 | ZIP: Lazy Imputation during Query Processing | 2024 | VLDB | 5.292293e-05 |
| 9,993 | In-Database Data Imputation | 2024 | SIGMOD | 5.1815618e-05 |
| 10,896 | Still More Shades of Null: An Evaluation Suite for Responsible Missing Value Imputation | 2025 | VLDB | 5.093636e-05 |
| 10,981 | DIM-SUM: Dynamic Imputation for Smart Utility Management | 2025 | VLDB | 5.093636e-05 |
| 11,424 | Splitting Tuples of Mismatched Entities | 2023 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 112 | HoloClean: Holistic Data Repairs with Probabilistic Inference | 2017 | VLDB | 0.00032801121 |
| 1,476 | Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning | 2020 | VLDB | 0.00010659277 |
| 2,123 | Discovery of Genuine Functional Dependencies from Relational Data with Missing Values | 2018 | VLDB | 9.1372798e-05 |
| 3,609 | Embedded Functional Dependencies and Data-completeness Tailored Database Design | 2019 | VLDB | 7.2602055e-05 |
| 4,835 | Adaptive Data Augmentation for Supervised Learning over Missing Data | 2021 | VLDB | 6.486592e-05 |
| 8,007 | Complete Approximations of Incomplete Queries | 2013 | VLDB | 5.5077375e-05 |
| 8,008 | Efficient Recovery of Missing Events | 2013 | VLDB | 5.5077375e-05 |
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