A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration
Summary: Unsupervised Bayesian graphical model jointly infers source reliability and truths from conflicting records, explicitly separating false-positive and false-negative behavior. Supports multivalued attributes with scalable linear-time sampling and incremental inference. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Bo Zhao (University of Illinois Urbana-Champaign)
- 2. Benjamin I. P. Rubinstein (Microsoft)
- 3. Jim Gemmell (Microsoft)
- 4. Jiawei Han (University of Illinois Urbana-Champaign)
BibTeX Citation
@article{zhao_vldb12,
title = {{A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration}},
author = {Zhao, Bo and Rubinstein, Benjamin I. P. and Gemmell, Jim and Han, Jiawei},
journal = {PVLDB},
series = {{VLDB} '12},
volume = {5},
number = {6},
pages = {550--561},
doi = {10.14778/2212351.2212357},
url = {https://doi.org/10.14778/2212351.2212357},
year = {2012}
}Incoming Citations (Sorted by Pagerank)
Showing 26 of 26 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 33 | Consistent Query Answers in Inconsistent Databases | 1999 | PODS | 0.00049907763 |
| 890 | Integrating Conflicting Data: The Role of Source Dependence | 2009 | VLDB | 0.00013382697 |
| 1,393 | Truth Discovery and Copying Detection in a Dynamic World | 2009 | VLDB | 0.00010934682 |
| 1,858 | Using Probabilistic Information in Data Integration | 1997 | VLDB | 9.6035277e-05 |
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