IHCS: An Integrated Hybrid Cleaning System
Summary: IHCS unifies heterogeneous data-quality rules in an MLN index, jointly detecting and repairing multiple error types. Its abnormal-group processing, multi-version generation, and conflict elimination produce consistent clean data with visual monitoring. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Congcong Ge (Zhejiang University)
- 2. Yunjun Gao (Alibaba; Zhejiang University)
- 3. Xiaoye Miao (Zhejiang University)
- 4. Lu Chen (Aalborg University)
- 5. Christian S. Jensen (Aalborg University)
- 6. Ziyuan Zhu (Zhejiang University)
BibTeX Citation
@article{ge_vldb19,
title = {{IHCS: An Integrated Hybrid Cleaning System}},
author = {Ge, Congcong and Gao, Yunjun and Miao, Xiaoye and Chen, Lu and Jensen, Christian S. and Zhu, Ziyuan},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {12},
pages = {1874--1877},
doi = {10.14778/3352063.3352088},
url = {https://doi.org/10.14778/3352063.3352088},
year = {2019}
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 104 | HoloClean: Holistic Data Repairs with Probabilistic Inference | 2017 | VLDB | 0.00033690989 |
| 483 | ActiveClean: Interactive Data Cleaning For Statistical Modeling | 2016 | VLDB | 0.00017590977 |
| 649 | Discovering Data Quality Rules | 2008 | VLDB | 0.00015149865 |
| 697 | NADEEF: A Commodity Data Cleaning System | 2013 | SIGMOD | 0.00014694048 |
| 1,043 | Data Cleaning: Overview and Emerging Challenges | 2016 | SIGMOD | 0.00012335114 |
| 2,423 | BigDansing: A System for Big Data Cleansing | 2015 | SIGMOD | 8.4877894e-05 |
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