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: 10739
Venue: VLDB
Year: 2013
Pagerank: 5.7081186e-05
Overall Rank: 5,080 | 64.70%
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
1,544	KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing	2015	SIGMOD	0.00011438274
3,268	QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications	2015	SIGMOD	7.3027561e-05
4,112	Waldo: An Adaptive Human Interface for Crowd Entity Resolution	2017	SIGMOD	6.4329055e-05
4,414	CrowdMatcher: Crowd-Assisted Schema Matching	2014	SIGMOD	6.1975384e-05
6,468	Explain3D: Explaining Disagreements in Disjoint Datasets	2019	VLDB	5.0448709e-05
7,025	Hear the Whole Story: Towards the Diversity of Opinion in Crowdsourcing Markets	2015	VLDB	4.8530001e-05
7,116	Crowdsourced Data Management: Overview and Challenges	2017	SIGMOD	4.8219732e-05
7,285	Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base	2018	SIGMOD	4.7702194e-05
7,667	Human-in-the-loop Data Integration	2017	VLDB	4.6791871e-05
8,008	Online Topic-Aware Entity Resolution Over Incomplete Data Streams	2021	SIGMOD	4.6037276e-05
8,358	Minimizing Efforts in Validating Crowd Answers	2015	SIGMOD	4.5324924e-05
9,867	gMission: A General Spatial Crowdsourcing Platform	2014	VLDB	4.2634671e-05
11,778	Staging User Feedback toward Rapid Conflict Resolution in Data Fusion	2017	SIGMOD	4.1905499e-05
11,796	CDB: Optimizing Queries with Crowd-Based Selections and Joins	2017	SIGMOD	4.1905499e-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	0.00051273089
118	Answering Queries using Humans, Algorithms and Databases	2011	CIDR	0.00045860394
174	Schema Mapping as Query Discovery	2000	VLDB	0.00038586435
265	CrowdER: Crowdsourcing Entity Resolution	2012	VLDB	0.00029904018
480	Translating Web Data	2002	VLDB	0.00022166928
691	Human-Assisted Graph Search: It’s Okay to Ask Questions	2011	VLDB	0.00018068414
718	Data Integration with Uncertainty	2007	VLDB	0.00017558942
1,862	Bootstrapping Pay-As-You-Go Data Integration Systems	2008	SIGMOD	0.00010292134
2,883	MayBMS: A Probabilistic Database Management System	2009	SIGMOD	7.9665191e-05
6,787	FICSR: Feedback-based InConSistency Resolution and Query Processing on Misaligned Data Sources	2007	SIGMOD	4.9207828e-05
7,633	Mining Frequent Itemsets over Uncertain Databases	2012	VLDB	4.6869557e-05

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Overall Rank	Paper	Year	Venue	Pagerank
5,568	Interactive Generation of Integrated Schemas	2008	SIGMOD	5.4286497e-05
11,704	(Artificial) Mind over Matter: Integrating Humans and Algorithms in Solving Matching Problems	2018	SIGMOD	4.1905499e-05
5,949	Top-K Generation of Integrated Schemas Based on Directed and Weighted Correspondences	2009	SIGMOD	5.2564001e-05
5,458	Crowdsourcing Applications and Platforms: A Data Management Perspective	2011	VLDB	5.4952003e-05
899	Statistical Schema Matching across Web Query Interfaces	2003	SIGMOD	0.00015476061
12,231	Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems	2010	SIGMOD	4.1905499e-05
7,667	Human-in-the-loop Data Integration	2017	VLDB	4.6791871e-05
8,825	Analyzing and Revising Data Integration Schemas to Improve Their Matchability	2008	VLDB	4.4371579e-05
718	Data Integration with Uncertainty	2007	VLDB	0.00017558942
4,414	CrowdMatcher: Crowd-Assisted Schema Matching	2014	SIGMOD	6.1975384e-05