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Crowdsourced Top-k Queries by Confidence-Aware Pairwise Judgments

Summary: Crowdsourced top-k processing via confidence-aware pairwise judgments; uses t-distribution and Stein estimators to bound per-comparison confidence. Under Select-Partition-Rank, minimizes cost; four real datasets show superiority to prior top-k methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5319
Venue
SIGMOD
Year
2017
Pagerank
5.7502622e-05
Overall Rank
5,029 | 65.02%
DOI
10.1145/3035918.3035953

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank Citing Paper Year Venue Pagerank
4,918 Top-k Sorting Under Partial Order Information 2018 SIGMOD 5.8282325e-05
6,182 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.1682689e-05
9,683 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 4.3047774e-05
9,684 How to Design Robust Algorithms using Noisy Comparison Oracle 2021 VLDB 4.3047774e-05
10,923 k-Clustering with Comparison and Distance Oracles 2024 PODS 4.1945683e-05
11,707 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.1945683e-05
11,810 A Confidence-Aware Top-k Query Processing Toolkit on Crowdsourcing 2017 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
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
3,100 Crowd Mining 2013 SIGMOD 7.5634778e-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
5,450 Crowdsourcing Applications and Platforms: A Data Management Perspective 2011 VLDB 5.5003491e-05
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