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
- 2. Qi Li
- 3. Bo Zhao
- 4. Wei Fan
- 5. Jiawei Han
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,773 | Cleaning Crowdsourced Labels Using Oracles for Statistical Classification | 2019 | VLDB | 6.7758649e-05 |
| 7,117 | Crowdsourced Data Management: Overview and Challenges | 2017 | SIGMOD | 4.826509e-05 |
| 11,687 | The Ever Evolving Online Labor Market: Overview, Challenges and Opportunities | 2019 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 371 | A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration | 2012 | VLDB | 0.00025389696 |
| 855 | Integrating Conflicting Data: The Role of Source Dependence | 2009 | VLDB | 0.00015906735 |
| 2,567 | Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation | 2014 | SIGMOD | 8.5239306e-05 |
| 2,686 | Online Data Fusion | 2011 | VLDB | 8.3053595e-05 |
| 4,011 | A Confidence-Aware Approach for Truth Discovery on Long-Tail Data | 2015 | VLDB | 6.5343479e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,567 | Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation | 2014 | SIGMOD | 8.5239306e-05 |
| 908 | Fusing Data with Correlations | 2014 | SIGMOD | 0.00015431241 |
| 371 | A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration | 2012 | VLDB | 0.00025389696 |
| 2,452 | Data Fusion – Resolving Data Conflicts for Integration | 2009 | VLDB | 8.7839322e-05 |
| 855 | Integrating Conflicting Data: The Role of Source Dependence | 2009 | VLDB | 0.00015906735 |
| 12,113 | Mob Data Sourcing | 2012 | SIGMOD | 4.1945683e-05 |
| 6,780 | Domain-Aware Multi-Truth Discovery from Conflicting Sources | 2018 | VLDB | 4.9277708e-05 |
| 5,450 | Crowdsourcing Applications and Platforms: A Data Management Perspective | 2011 | VLDB | 5.5003491e-05 |
| 7,117 | Crowdsourced Data Management: Overview and Challenges | 2017 | SIGMOD | 4.826509e-05 |
| 2,937 | Truth Inference in Crowdsourcing: Is the Problem Solved? | 2017 | VLDB | 7.853108e-05 |