EasyDR: A Human-in-the-loop Error Detection&Repair Platform for Holistic Table Cleaning
Summary: EasyDR is a human-in-the-loop platform for holistic, multi-level and multi-type table error detection and repair, combining automated diagnosis with crowdsourced correction. It optimizes human tasks via domain-aware summarization and difficulty-aware ordering, with declarative customization of scope and machine–crowd cooperation. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yihai Xi (Beijing Jiaotong University)
- 2. Ning Wang (Beijing Jiaotong University)
- 3. Xinyu Chen (Beijing Jiaotong University)
- 4. Yiyi Zhang (Beijing Jiaotong University)
- 5. Zilong Wang (Beijing Jiaotong University)
- 6. Zhihong Xu (Beijing Jiaotong University)
- 7. Yue Wang (Beijing Jiaotong University)
BibTeX Citation
@article{xi_vldb22,
title = {{EasyDR: A Human-in-the-loop Error Detection\&Repair Platform for Holistic Table Cleaning}},
author = {Xi, Yihai and Wang, Ning and Chen, Xinyu and Zhang, Yiyi and Wang, Zilong and Xu, Zhihong and Wang, Yue},
journal = {PVLDB},
series = {{VLDB} '22},
volume = {15},
number = {12},
pages = {3578--3582},
doi = {10.14778/3554821.3554848},
url = {https://doi.org/10.14778/3554821.3554848},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,353 | UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow | 2025 | VLDB | 4.9793485e-05 |
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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 |
| 433 | Corleone: Hands-Off Crowdsourcing for Entity Matching | 2014 | SIGMOD | 0.00018332741 |
| 1,099 | KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing | 2015 | SIGMOD | 0.00012037058 |
| 2,653 | CrowdFill: Collecting Structured Data from the Crowd | 2014 | SIGMOD | 8.1732164e-05 |
| 7,042 | Human-in-the-loop Outlier Detection | 2020 | SIGMOD | 5.6142998e-05 |
| 7,298 | CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning | 2017 | VLDB | 5.561054e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 6,817 | Error Diagnosis and Data Profiling with Data X-Ray | 2015 | VLDB |
| 2 | 5,512 | KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing | 2015 | VLDB |
| 3 | 11,635 | Rock: Cleaning Data with both ML and Logic Rules | 2024 | VLDB |
| 4 | 9,619 | Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples | 2016 | SIGMOD |
| 5 | 198 | CrowdER: Crowdsourcing Entity Resolution | 2012 | VLDB |
| 6 | 716 | Guided Data Repair | 2011 | VLDB |
| 7 | 9,229 | Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables | 2025 | SIGMOD |
| 8 | 7,850 | CoClean: Collaborative Data Cleaning | 2020 | SIGMOD |
| 9 | 4,127 | GDR: A System for Guided Data Repair | 2010 | SIGMOD |
| 10 | 11,411 | Demonstrating Matelda for Multi-Table Error Detection | 2025 | VLDB |