A Confidence-Aware Approach for Truth Discovery on Long-Tail Data

Summary: CATD: confidence-aware truth discovery for long-tail, multi-source data. It estimates source reliability with confidence intervals to dampen small-source bias and more accurately identify truths amid conflicts, outperforming prior methods on real and synthetic long-tail datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11155
Venue: VLDB
Year: 2015
Pagerank: 6.5343479e-05
Overall Rank: 4,011 | 72.10%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,937	Truth Inference in Crowdsourcing: Is the Problem Solved?	2017	VLDB	7.853108e-05
3,897	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	6.6554845e-05
5,405	Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective	2015	VLDB	5.5257718e-05
6,263	Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets	2023	VLDB	5.1349507e-05
6,557	Knowledge Verification for Long-Tail Verticals	2017	VLDB	5.0124455e-05
6,780	Domain-Aware Multi-Truth Discovery from Conflicting Sources	2018	VLDB	4.9277708e-05
7,117	Crowdsourced Data Management: Overview and Challenges	2017	SIGMOD	4.826509e-05
7,668	Human-in-the-loop Data Integration	2017	VLDB	4.6834075e-05
10,965	High Precision ≠ High Cost: Temporal Data Fusion for Multiple Low-Precision Sensors	2024	SIGMOD	4.1945683e-05
11,006	FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data	2024	VLDB	4.1945683e-05
11,770	Staging User Feedback toward Rapid Conflict Resolution in Data Fusion	2017	SIGMOD	4.1945683e-05
11,788	CDB: Optimizing Queries with Crowd-Based Selections and Joins	2017	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 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
1,211	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00013257101
2,452	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB	8.7839322e-05
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
4,101	Less is More: Selecting Sources Wisely for Integration	2013	VLDB	6.4523909e-05
6,354	Characterizing and Selecting Fresh Data Sources	2014	SIGMOD	5.0990729e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
2,937	Truth Inference in Crowdsourcing: Is the Problem Solved?	2017	VLDB	7.853108e-05
10,476	Credible Intervals for Knowledge Graph Accuracy Estimation	2025	SIGMOD	4.1945683e-05
5,405	Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective	2015	VLDB	5.5257718e-05
1,246	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.0001307161
371	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025389696
6,557	Knowledge Verification for Long-Tail Verticals	2017	VLDB	5.0124455e-05
3,495	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.0400666e-05
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
6,780	Domain-Aware Multi-Truth Discovery from Conflicting Sources	2018	VLDB	4.9277708e-05