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: 5483
Venue: SIGMOD
Year: 2018
Pagerank: 4.1905499e-05
Overall Rank: 11,713 | 18.60%
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
7,580	Human-in-the-loop Outlier Detection	2020	SIGMOD	4.7023767e-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	0.00051273089
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
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
1,154	CrowdScreen: Algorithms for Filtering Data with Humans	2012	SIGMOD	0.00013616867
2,255	Counting with the Crowd	2013	VLDB	9.1846281e-05
2,814	Deco: A System for Declarative Crowdsourcing	2012	VLDB	8.0807229e-05
2,944	Truth Inference in Crowdsourcing: Is the Problem Solved?	2017	VLDB	7.8457167e-05
3,071	CrowdFill: Collecting Structured Data from the Crowd	2014	SIGMOD	7.6120337e-05
3,268	QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications	2015	SIGMOD	7.3027561e-05
3,324	iCrowd: An Adaptive Crowdsourcing Framework	2015	SIGMOD	7.2163115e-05
4,580	Crowdsourced Top-k Algorithms: An Experimental Evaluation	2016	VLDB	6.0646299e-05
5,029	Crowdsourced Top-k Queries by Confidence-Aware Pairwise Judgments	2017	SIGMOD	5.7447454e-05
5,369	Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach	2016	SIGMOD	5.5436995e-05
7,116	Crowdsourced Data Management: Overview and Challenges	2017	SIGMOD	4.8219732e-05
7,667	Human-in-the-loop Data Integration	2017	VLDB	4.6791871e-05
11,796	CDB: Optimizing Queries with Crowd-Based Selections and Joins	2017	SIGMOD	4.1905499e-05
11,824	DOCS: Domain-Aware Crowdsourcing System	2017	VLDB	4.1905499e-05

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Overall Rank	Paper	Year	Venue	Pagerank
6,054	Ranking Objects by Exploiting Relationships: Computing Top-K over Aggregation	2006	SIGMOD	5.2310615e-05
4,832	An Online Cost Sensitive Decision-Making Method in Crowdsourcing Systems	2013	SIGMOD	5.8883457e-05
4,483	Optimal Crowd-Powered Rating and Filtering Algorithms	2014	VLDB	6.1431599e-05
7,966	Efficient Top-K Processing Over Query-Dependent Functions	2008	VLDB	4.6089395e-05
7,273	Efficient and Generic Evaluation of Ranked Queries	2011	SIGMOD	4.775366e-05
5,744	Efficient Algorithms for Crowd-Aided Categorization	2020	VLDB	5.343155e-05
4,922	Top-k Sorting Under Partial Order Information	2018	SIGMOD	5.8226327e-05
5,029	Crowdsourced Top-k Queries by Confidence-Aware Pairwise Judgments	2017	SIGMOD	5.7447454e-05
11,818	A Confidence-Aware Top-k Query Processing Toolkit on Crowdsourcing	2017	VLDB	4.1905499e-05
4,580	Crowdsourced Top-k Algorithms: An Experimental Evaluation	2016	VLDB	6.0646299e-05