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)

Paper ID: 11771
Venue: VLDB
Year: 2018
Pagerank: 4.9277708e-05
Overall Rank: 6,780 | 52.84%
DOI: 10.1145/3177732.3177739

Incoming Non-self Citations Over Time

Authors

1. Xueling LIN
2. Lei CHEN

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,359	Data Market Platforms: Trading Data Assets to Solve Data Problems	2020	VLDB	8.9607667e-05
5,412	Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond	2020	VLDB	5.5207515e-05
11,006	FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data	2024	VLDB	4.1945683e-05

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
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
908	Fusing Data with Correlations	2014	SIGMOD	0.00015431241
1,211	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00013257101
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
2,937	Truth Inference in Crowdsourcing: Is the Problem Solved?	2017	VLDB	7.853108e-05
3,322	iCrowd: An Adaptive Crowdsourcing Framework	2015	SIGMOD	7.2230626e-05
4,011	A Confidence-Aware Approach for Truth Discovery on Long-Tail Data	2015	VLDB	6.5343479e-05

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12,223	Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems	2010	SIGMOD	4.1945683e-05
3,495	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.0400666e-05
2,937	Truth Inference in Crowdsourcing: Is the Problem Solved?	2017	VLDB	7.853108e-05
5,529	Data-Driven Domain Discovery for Structured Datasets	2020	VLDB	5.4566641e-05
1,246	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.0001307161
5,405	Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective	2015	VLDB	5.5257718e-05
371	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025389696
2,567	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.5239306e-05
4,011	A Confidence-Aware Approach for Truth Discovery on Long-Tail Data	2015	VLDB	6.5343479e-05
855	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015906735