Staging User Feedback toward Rapid Conflict Resolution in Data Fusion

Summary: Staging user feedback to rapidly resolve conflicts in data fusion; leverages source consensus and fusion output to prioritize items for validation. Introduces a VPI-based decision-theoretic framework with scalable approximations to rank items by expected information gain, yielding improved fusion accuracy with limited feedback on real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5307
Venue: SIGMOD
Year: 2017
Pagerank: 4.1945683e-05
Overall Rank: 11,770 | 18.12%
DOI: 10.1145/3035918.3035941

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
94	CrowdDB: Answering Queries with Crowdsourcing	2011	SIGMOD	0.00051013264
208	Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach	2001	SIGMOD	0.0003460594
692	Pay-as-you-go User Feedback for Dataspace Systems	2008	SIGMOD	0.00018083948
833	Guided Data Repair	2011	VLDB	0.00016138432
855	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015906735
1,159	Towards Certain Fixes with Editing Rules and Master Data	2010	VLDB	0.00013592813
1,211	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00013257101
1,242	Question Selection for Crowd Entity Resolution	2013	VLDB	0.00013096655
1,246	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.0001307161
2,686	Online Data Fusion	2011	VLDB	8.3053595e-05
3,118	Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning	2015	VLDB	7.5379338e-05
4,011	A Confidence-Aware Approach for Truth Discovery on Long-Tail Data	2015	VLDB	6.5343479e-05
4,104	Online Entity Resolution Using an Oracle	2016	VLDB	6.4493809e-05
5,081	Reducing Uncertainty of Schema Matching via Crowdsourcing	2013	VLDB	5.7132042e-05
5,094	Global Detection of Complex Copying Relationships Between Sources	2010	VLDB	5.7023083e-05
8,362	Minimizing Efforts in Validating Crowd Answers	2015	SIGMOD	4.5366717e-05

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2,420	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8530994e-05
2,686	Online Data Fusion	2011	VLDB	8.3053595e-05
2,567	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.5239306e-05
6,787	FICSR: Feedback-based InConSistency Resolution and Query Processing on Misaligned Data Sources	2007	SIGMOD	4.92548e-05
855	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015906735
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