Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective
Summary: Unified perspective links truth discovery and crowdsourcing aggregation, highlighting shared probabilistic models and source reliability. Tutorial compares theory and applications, outlining open questions for integrated data-management research. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jing Gao (State University of New York at Buffalo)
- 2. Qi Li (State University of New York at Buffalo)
- 3. Bo Zhao (LinkedIn)
- 4. Wei Fan (Baidu)
- 5. Jiawei Han (University of Illinois Urbana-Champaign)
BibTeX Citation
@article{gao_vldb15,
title = {{Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective}},
author = {Gao, Jing and Li, Qi and Zhao, Bo and Fan, Wei and Han, Jiawei},
journal = {PVLDB},
series = {{VLDB} '15},
volume = {8},
number = {12},
pages = {2048--2049},
doi = {10.14778/2824032.2824088},
url = {https://doi.org/10.14778/2824032.2824088},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,281 | Cleaning Crowdsourced Labels Using Oracles for Statistical Classification | 2019 | VLDB | 7.5706653e-05 |
| 7,357 | Crowdsourced Data Management: Overview and Challenges | 2017 | SIGMOD | 5.6346837e-05 |
| 11,882 | The Ever Evolving Online Labor Market: Overview, Challenges and Opportunities | 2019 | VLDB | 5.093636e-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 |
|---|---|---|---|---|
| 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 |
| 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 |
| 3,542 | A Confidence-Aware Approach for Truth Discovery on Long-Tail Data | 2015 | VLDB | 7.3279455e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 1,273 | Fusing Data with Correlations | 2014 | SIGMOD |
| 2 | 2,307 | Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation | 2014 | SIGMOD |
| 3 | 504 | A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration | 2012 | VLDB |
| 4 | 1,783 | Data Fusion – Resolving Data Conflicts for Integration | 2009 | VLDB |
| 5 | 890 | Integrating Conflicting Data: The Role of Source Dependence | 2009 | VLDB |
| 6 | 12,310 | Mob Data Sourcing | 2012 | SIGMOD |
| 7 | 6,787 | Domain-Aware Multi-Truth Discovery from Conflicting Sources | 2018 | VLDB |
| 8 | 5,343 | Crowdsourcing Applications and Platforms: A Data Management Perspective | 2011 | VLDB |
| 9 | 7,357 | Crowdsourced Data Management: Overview and Challenges | 2017 | SIGMOD |
| 10 | 3,231 | Truth Inference in Crowdsourcing: Is the Problem Solved? | 2017 | VLDB |