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Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach

Summary: Partial-order-based crowdsourced entity resolution; defines a pairwise order, queries a small set, and propagates to infer all answers. Grouping for cost reduction, error-tolerant handling of order and crowd errors, and efficient query selection; experiments show 1.25% of baselines (80x cheaper) with preserved quality. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h1409a5c35382305c
Venue
SIGMOD
Year
2016
Pagerank
6.480594e-05
Overall Rank
4,626 | 69.00%
DOI
10.1145/2882903.2915252

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{chai_sigmod16,
        title = {{Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach}},
        author = {Chai, Chengliang and Li, Guoliang and Li, Jian and Deng, Dong and Feng, Jianhua},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2915252},
        url = {https://dl.acm.org/doi/10.1145/2882903.2915252},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
1,650 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9690948e-05
2,476 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.3932405e-05
3,028 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.7177453e-05
3,757 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 7.0254733e-05
4,890 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3508492e-05
5,051 CDB: A Crowd-Powered Database System 2018 VLDB 6.2863221e-05
5,622 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 6.0460189e-05
5,830 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.9627079e-05
6,173 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.8459104e-05
6,404 Human-in-the-loop Data Integration 2017 VLDB 5.7797097e-05
6,541 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 5.7342253e-05
6,654 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 5.7038474e-05
6,791 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 5.6647309e-05
7,064 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.5930864e-05
7,074 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 5.5915502e-05
7,281 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 5.5510601e-05
7,601 Robust Entity Resolution using Random Graphs 2018 SIGMOD 5.4714372e-05
7,667 MisDetect: Iterative Mislabel Detection using Early Loss 2024 VLDB 5.4565877e-05
7,903 Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base 2018 SIGMOD 5.4135034e-05
9,617 CDB: Optimizing Queries with Crowd-Based Selections and Joins 2017 SIGMOD 5.1376962e-05
10,280 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 5.0334833e-05
10,594 Weighted Set Multi-Cover on Bounded Universe and Applications in Package Recommendation 2026 SIGMOD 4.9605343e-05
10,604 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.9605343e-05
10,710 Enabling Efficient Direct Update on Rule-Based Compressed Graph 2026 SIGMOD 4.9605343e-05
12,261 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.9605343e-05
12,363 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
92 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034613457
199 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.0002551523
257 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00022914527
266 Human-powered Sorts and Joins 2012 VLDB 0.00022701006
434 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018323777
754 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00014226032
873 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013306946
932 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00012981731
1,267 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011253716
1,473 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.0001052886
3,210 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5170875e-05
3,849 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.9657571e-05
4,074 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.8062505e-05
4,237 Whom to Ask? Jury Selection for Decision Making Tasks on Micro-blog Services 2012 VLDB 6.7026224e-05
6,684 Query Optimization over Crowdsourced Data 2013 VLDB 5.6940605e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 3,253 Evaluating Entity Resolution Results 2010 VLDB
2 2,120 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB
3 244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB
4 10,604 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD
5 12,284 A Demonstration of PERC: Probabilistic Entity Resolution With Crowd Errors 2018 VLDB
6 7,601 Robust Entity Resolution using Random Graphs 2018 SIGMOD
7 7,074 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB
8 199 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB
9 1,473 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB
10 932 Question Selection for Crowd Entity Resolution 2013 VLDB