Error Diagnosis and Data Profiling with Data X-Ray
Summary: Data X-Ray diagnoses systematic, recurring data errors by uncovering shared hidden properties rather than merely cleaning symptoms. It combines a Bayesian cost model with parallel top-down search and interactive exploration of root-cause diagnoses. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xiaolan Wang (University of Massachusetts Amherst)
- 2. Mary Feng (University of Iowa)
- 3. Yue Wang (University of Massachusetts Amherst)
- 4. Xin Luna Dong (Google)
- 5. Alexandra Meliou (University of Massachusetts Amherst)
BibTeX Citation
@article{wang_vldb15,
title = {{Error Diagnosis and Data Profiling with Data X-Ray}},
author = {Wang, Xiaolan and Feng, Mary and Wang, Yue and Dong, Xin Luna and Meliou, Alexandra},
journal = {PVLDB},
series = {{VLDB} '15},
volume = {8},
number = {12},
pages = {1984--1987},
doi = {10.14778/2824032.2824117},
url = {https://doi.org/10.14778/2824032.2824117},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 749 | Data Lake Management: Challenges and Opportunities | 2019 | VLDB | 0.00014379989 |
| 5,131 | Enabling SQL-based Training Data Debugging for Federated Learning | 2022 | VLDB | 6.3537809e-05 |
| 6,461 | Explain3D: Explaining Disagreements in Disjoint Datasets | 2019 | VLDB | 5.8718966e-05 |
| 7,269 | A Unified Approach for Resilience and Causal Responsibility with Integer Linear Programming (ILP) and LP Relaxations | 2023 | SIGMOD | 5.6595955e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 94 | Potter's Wheel: An Interactive Data Cleaning System | 2001 | VLDB | 0.00034616103 |
| 1,033 | On Generating Near-Optimal Tableaux for Conditional Functional Dependencies | 2008 | VLDB | 0.00012529852 |
| 2,365 | A Revival of Integrity Constraints for Data Cleaning | 2008 | VLDB | 8.6867205e-05 |
| 2,759 | Data X-Ray: A Diagnostic Tool for Data Errors | 2015 | SIGMOD | 8.1577506e-05 |
| 4,642 | Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux | 2010 | VLDB | 6.5908277e-05 |
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