Integrating Conflicting Data: The Role of Source Dependence
Summary: Truth discovery from conflicting multi-source data; dependence-aware modeling to detect copying and boost accuracy. Bayesian iterative algorithm infers inter-source dependence, separates true values from dependent false ones; extends with source accuracy and value similarity; scalable to many sources. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xin Luna Dong (AT&T)
- 2. Laure Berti-Equille (University of Rennes)
- 3. Divesh Srivastava (AT&T)
BibTeX Citation
@article{dong_vldb09,
title = {{Integrating Conflicting Data: The Role of Source Dependence}},
author = {Dong, Xin Luna and Berti-Equille, Laure and Srivastava, Divesh},
journal = {PVLDB},
series = {{VLDB} '09},
volume = {2},
number = {1},
pages = {550--561},
doi = {10.14778/1687627.1687689},
url = {https://doi.org/10.14778/1687627.1687689},
year = {2009}
}Incoming Citations (Sorted by Pagerank)
Showing 38 of 38 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,001 | Winnowing: Local Algorithms for Document Fingerprinting | 2003 | SIGMOD | 0.00012599856 |
| 1,076 | Curated Databases | 2008 | PODS | 0.00012159025 |
| 7,390 | Sailing the Information Ocean with Awareness of Currents: Discovery and Application of Source Dependence | 2009 | CIDR | 5.5377554e-05 |
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