Reducing Uncertainty of Schema Matching via Crowdsourcing

Summary: Crowdsourcing reduces schema-matching uncertainty via CCQs and dynamic management. Adaptive Single CCQ and Multiple CCQ strategies publish questions within a budget to maximize uncertainty reduction; validated by simulations and real deployment. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10738
Venue: VLDB
Year: 2013
Pagerank: 5.7132042e-05
Overall Rank: 5,081 | 64.66%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,546	KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing	2015	SIGMOD	0.00011446851
3,263	QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications	2015	SIGMOD	7.3097573e-05
4,126	Waldo: An Adaptive Human Interface for Crowd Entity Resolution	2017	SIGMOD	6.4314729e-05
4,416	CrowdMatcher: Crowd-Assisted Schema Matching	2014	SIGMOD	6.2039225e-05
6,475	Explain3D: Explaining Disagreements in Disjoint Datasets	2019	VLDB	5.0497183e-05
7,023	Hear the Whole Story: Towards the Diversity of Opinion in Crowdsourcing Markets	2015	VLDB	4.8576599e-05
7,117	Crowdsourced Data Management: Overview and Challenges	2017	SIGMOD	4.826509e-05
7,292	Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base	2018	SIGMOD	4.7740174e-05
7,668	Human-in-the-loop Data Integration	2017	VLDB	4.6834075e-05
8,005	Online Topic-Aware Entity Resolution Over Incomplete Data Streams	2021	SIGMOD	4.6081461e-05
8,362	Minimizing Efforts in Validating Crowd Answers	2015	SIGMOD	4.5366717e-05
9,868	gMission: A General Spatial Crowdsourcing Platform	2014	VLDB	4.2675549e-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 11 of 11 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
119	Answering Queries using Humans, Algorithms and Databases	2011	CIDR	0.0004564788
173	Schema Mapping as Query Discovery	2000	VLDB	0.00038627829
263	CrowdER: Crowdsourcing Entity Resolution	2012	VLDB	0.00029862413
480	Translating Web Data	2002	VLDB	0.00022191997
697	Human-Assisted Graph Search: It’s Okay to Ask Questions	2011	VLDB	0.00018043655
721	Data Integration with Uncertainty	2007	VLDB	0.00017570539
1,858	Bootstrapping Pay-As-You-Go Data Integration Systems	2008	SIGMOD	0.00010301124
2,875	MayBMS: A Probabilistic Database Management System	2009	SIGMOD	7.9742313e-05
6,787	FICSR: Feedback-based InConSistency Resolution and Query Processing on Misaligned Data Sources	2007	SIGMOD	4.92548e-05
7,633	Mining Frequent Itemsets over Uncertain Databases	2012	VLDB	4.6914549e-05

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Overall Rank	Paper	Year	Venue	Pagerank
5,564	Interactive Generation of Integrated Schemas	2008	SIGMOD	5.4320854e-05
11,699	(Artificial) Mind over Matter: Integrating Humans and Algorithms in Solving Matching Problems	2018	SIGMOD	4.1945683e-05
5,947	Top-K Generation of Integrated Schemas Based on Directed and Weighted Correspondences	2009	SIGMOD	5.2614521e-05
5,450	Crowdsourcing Applications and Platforms: A Data Management Perspective	2011	VLDB	5.5003491e-05
902	Statistical Schema Matching across Web Query Interfaces	2003	SIGMOD	0.00015486247
12,223	Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems	2010	SIGMOD	4.1945683e-05
7,668	Human-in-the-loop Data Integration	2017	VLDB	4.6834075e-05
8,824	Analyzing and Revising Data Integration Schemas to Improve Their Matchability	2008	VLDB	4.4415658e-05
721	Data Integration with Uncertainty	2007	VLDB	0.00017570539
4,416	CrowdMatcher: Crowd-Assisted Schema Matching	2014	SIGMOD	6.2039225e-05