Domain-Aware Multi-Truth Discovery from Conflicting Sources
Summary: Domain-aware reliability for multi-truth discovery: models domain-specific expertise via data richness and influence. Bayesian framework infers expertise and value-set confidences to recover multiple truths without supervision, validated on real data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xueling Lin (Hong Kong University of Science and Technology)
- 2. Lei Chen (Hong Kong University of Science and Technology)
BibTeX Citation
@article{lin_vldb18,
title = {{Domain-Aware Multi-Truth Discovery from Conflicting Sources}},
author = {Lin, Xueling and Chen, Lei},
journal = {PVLDB},
series = {{VLDB} '18},
volume = {11},
number = {5},
pages = {635--647},
doi = {10.1145/3177732.3177739},
url = {https://doi.org/10.1145/3177732.3177739},
year = {2018}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,025 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 9.2903125e-05 |
| 5,548 | Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond | 2020 | VLDB | 6.1790655e-05 |
| 11,217 | FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data | 2024 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 504 | A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration | 2012 | VLDB | 0.00017300628 |
| 890 | Integrating Conflicting Data: The Role of Source Dependence | 2009 | VLDB | 0.00013382697 |
| 955 | Truth Finding on the Deep Web: Is the Problem Solved? | 2013 | VLDB | 0.00012996675 |
| 1,273 | Fusing Data with Correlations | 2014 | SIGMOD | 0.00011384191 |
| 2,307 | Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation | 2014 | SIGMOD | 8.7750499e-05 |
| 3,052 | Online Data Fusion | 2011 | VLDB | 7.8105426e-05 |
| 3,231 | Truth Inference in Crowdsourcing: Is the Problem Solved? | 2017 | VLDB | 7.6191767e-05 |
| 3,262 | iCrowd: An Adaptive Crowdsourcing Framework | 2015 | SIGMOD | 7.5846052e-05 |
| 3,542 | A Confidence-Aware Approach for Truth Discovery on Long-Tail Data | 2015 | VLDB | 7.3279455e-05 |
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| 1 | 12,418 | Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems | 2010 | SIGMOD |
| 2 | 3,495 | Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources | 2015 | VLDB |
| 3 | 3,231 | Truth Inference in Crowdsourcing: Is the Problem Solved? | 2017 | VLDB |
| 4 | 5,125 | Data-Driven Domain Discovery for Structured Datasets | 2020 | VLDB |
| 5 | 1,393 | Truth Discovery and Copying Detection in a Dynamic World | 2009 | VLDB |
| 6 | 5,981 | Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective | 2015 | VLDB |
| 7 | 504 | A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration | 2012 | VLDB |
| 8 | 2,307 | Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation | 2014 | SIGMOD |
| 9 | 3,542 | A Confidence-Aware Approach for Truth Discovery on Long-Tail Data | 2015 | VLDB |
| 10 | 890 | Integrating Conflicting Data: The Role of Source Dependence | 2009 | VLDB |