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QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications

Summary: QASCA is a quality-aware online task assignment system for crowdsourcing on AMT. It models probabilistic ground truths from worker answers to optimize Accuracy and F-score, delivering linear-time assignment and achieving about 8% quality gains across five real applications. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5048
Venue
SIGMOD
Year
2015
Pagerank
7.3027561e-05
Overall Rank
3,268 | 77.29%
DOI
10.1145/2723372.2749430

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Showing 21 of 21 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
246 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00030952631
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
266 Human-powered Sorts and Joins 2012 VLDB 0.00029884758
372 A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration 2012 VLDB 0.00025371138
442 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00023095823
686 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00018107664
854 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00015879917
863 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00015793243
906 Fusing Data with Correlations 2014 SIGMOD 0.00015420344
1,154 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00013616867
1,214 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00013246179
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013088272
1,396 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012215253
1,491 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011685731
2,177 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.371335e-05
2,255 Counting with the Crowd 2013 VLDB 9.1846281e-05
2,814 Deco: A System for Declarative Crowdsourcing 2012 VLDB 8.0807229e-05
3,177 Evaluating Entity Resolution Results 2010 VLDB 7.4367336e-05
4,832 An Online Cost Sensitive Decision-Making Method in Crowdsourcing Systems 2013 SIGMOD 5.8883457e-05
5,080 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 5.7081186e-05
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