A Rating-Ranking Method for Crowdsourced Top-k Computation

Summary: Introduces rating-ranking crowdsourcing for top-k, avoiding quadratic pairwise comparisons. A unified model blends coarse rating and fine ranking questions with query selection/assignment, yielding cost-efficient, accurate top-k results. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5482
Venue: SIGMOD
Year: 2018
Pagerank: 4.1945683e-05
Overall Rank: 11,707 | 18.56%
DOI: 10.1145/3183713.3183762

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
7,575	Human-in-the-loop Outlier Detection	2020	SIGMOD	4.7068909e-05

Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 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
249	Crowdsourced Databases: Query Processing with People	2011	CIDR	0.00030740523
263	CrowdER: Crowdsourcing Entity Resolution	2012	VLDB	0.00029862413
267	Human-powered Sorts and Joins	2012	VLDB	0.00029690405
859	So Who Won? Dynamic Max Discovery with the Crowd	2012	SIGMOD	0.00015870894
866	Leveraging Transitive Relations for Crowdsourced Joins	2013	SIGMOD	0.00015801196
1,164	CrowdScreen: Algorithms for Filtering Data with Humans	2012	SIGMOD	0.00013564823
2,334	Counting with the Crowd	2013	VLDB	9.0161817e-05
2,809	Deco: A System for Declarative Crowdsourcing	2012	VLDB	8.0869896e-05
2,937	Truth Inference in Crowdsourcing: Is the Problem Solved?	2017	VLDB	7.853108e-05
3,067	CrowdFill: Collecting Structured Data from the Crowd	2014	SIGMOD	7.6180371e-05
3,263	QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications	2015	SIGMOD	7.3097573e-05
3,322	iCrowd: An Adaptive Crowdsourcing Framework	2015	SIGMOD	7.2230626e-05
4,579	Crowdsourced Top-k Algorithms: An Experimental Evaluation	2016	VLDB	6.070469e-05
5,029	Crowdsourced Top-k Queries by Confidence-Aware Pairwise Judgments	2017	SIGMOD	5.7502622e-05
5,362	Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach	2016	SIGMOD	5.5473503e-05
7,117	Crowdsourced Data Management: Overview and Challenges	2017	SIGMOD	4.826509e-05
7,668	Human-in-the-loop Data Integration	2017	VLDB	4.6834075e-05
11,788	CDB: Optimizing Queries with Crowd-Based Selections and Joins	2017	SIGMOD	4.1945683e-05
11,816	DOCS: Domain-Aware Crowdsourcing System	2017	VLDB	4.1945683e-05

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Overall Rank	Paper	Year	Venue	Pagerank
6,050	Ranking Objects by Exploiting Relationships: Computing Top-K over Aggregation	2006	SIGMOD	5.2360729e-05
4,827	An Online Cost Sensitive Decision-Making Method in Crowdsourcing Systems	2013	SIGMOD	5.8938399e-05
4,479	Optimal Crowd-Powered Rating and Filtering Algorithms	2014	VLDB	6.149053e-05
7,963	Efficient Top-K Processing Over Query-Dependent Functions	2008	VLDB	4.613363e-05
7,276	Efficient and Generic Evaluation of Ranked Queries	2011	SIGMOD	4.7798595e-05
5,734	Efficient Algorithms for Crowd-Aided Categorization	2020	VLDB	5.3482904e-05
4,918	Top-k Sorting Under Partial Order Information	2018	SIGMOD	5.8282325e-05
5,029	Crowdsourced Top-k Queries by Confidence-Aware Pairwise Judgments	2017	SIGMOD	5.7502622e-05
11,810	A Confidence-Aware Top-k Query Processing Toolkit on Crowdsourcing	2017	VLDB	4.1945683e-05
4,579	Crowdsourced Top-k Algorithms: An Experimental Evaluation	2016	VLDB	6.070469e-05