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Efficient Algorithms for Crowd-Aided Categorization

Summary: Online crowd-aided categorization under a category hierarchy, minimizing questions to place each object. Hardness holds even with known distribution; presents a 2-approximation and an FPTAS, plus an online strategy with near-optimal guarantees. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h2709ff5a7ad29b7e
Venue
VLDB
Year
2020
Pagerank
6.078318e-05
Overall Rank
5,572 | 62.56%
DOI
10.14778/3389133.3389139
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{li_vldb20,
        title = {{Efficient Algorithms for Crowd-Aided Categorization}},
        author = {Li, Yuanbing and Wu, Xian and Jin, Yifei and Li, Jian and Li, Guoliang},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {8},
        pages = {1221--1233},
        doi = {10.14778/3389133.3389139},
        url = {https://doi.org/10.14778/3389133.3389139},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
198 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025546182
257 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00022958404
266 Human-powered Sorts and Joins 2012 VLDB 0.00022735106
787 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00013982951
871 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013338722
934 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00012998402
987 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00012655094
1,472 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010553304
1,926 Counting with the Crowd 2013 VLDB 9.3636304e-05
3,173 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.5655739e-05
3,199 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5419863e-05
3,372 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 7.3658309e-05
3,839 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 6.9896853e-05
3,840 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.988858e-05
5,050 CDB: A Crowd-Powered Database System 2018 VLDB 6.2955765e-05
6,928 Interactive Graph Search 2019 SIGMOD 5.6397012e-05
7,091 Answering Planning Queries with the Crowd 2013 VLDB 5.5991673e-05
8,144 Where To: Crowd-Aided Path Selection 2014 VLDB 5.3898812e-05
12,320 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 4.9769913e-05
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