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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
5341
Venue
SIGMOD
Year
2016
Pagerank
6.6404776e-05
Overall Rank
4,538 | 68.87%
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
1,643 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 0.00010134956
2,463 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.5486912e-05
3,231 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.6191767e-05
3,886 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 7.0460597e-05
4,808 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.4991553e-05
5,211 CDB: A Crowd-Powered Database System 2018 VLDB 6.3161892e-05
5,510 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 6.1919207e-05
5,730 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 6.1071585e-05
6,074 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.9860133e-05
6,408 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 5.8842681e-05
6,899 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.7431609e-05
6,908 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 5.7415834e-05
7,112 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 5.6990782e-05
7,199 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 5.6759927e-05
7,357 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 5.6346837e-05
7,493 Human-in-the-loop Data Integration 2017 VLDB 5.6046905e-05
7,729 Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base 2018 SIGMOD 5.5574654e-05
8,592 Robust Entity Resolution using Random Graphs 2018 SIGMOD 5.4058393e-05
9,401 CDB: Optimizing Queries with Crowd-Based Selections and Joins 2017 SIGMOD 5.2755515e-05
10,049 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 5.1685424e-05
10,305 Weighted Set Multi-Cover on Bounded Universe and Applications in Package Recommendation 2026 SIGMOD 5.093636e-05
10,318 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 5.093636e-05
10,450 Enabling Efficient Direct Update on Rule-Based Compressed Graph 2026 SIGMOD 5.093636e-05
11,211 MisDetect: Iterative Mislabel Detection using Early Loss 2024 VLDB 5.093636e-05
11,912 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 5.093636e-05
12,019 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 5.093636e-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
90 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034951786
196 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025780596
251 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00023261113
265 Human-powered Sorts and Joins 2012 VLDB 0.00022935368
439 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018464913
743 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00014421358
852 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013604253
933 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013111293
1,270 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011388453
1,443 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010773106
3,262 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5846052e-05
3,904 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.0304212e-05
3,983 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.9739851e-05
4,153 Whom to Ask? Jury Selection for Decision Making Tasks on Micro-blog Services 2012 VLDB 6.8676997e-05
6,548 Query Optimization over Crowdsourced Data 2013 VLDB 5.8443704e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 3,184 Evaluating Entity Resolution Results 2010 VLDB
2 2,120 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB
3 248 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB
4 10,318 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD
5 11,936 A Demonstration of PERC: Probabilistic Entity Resolution With Crowd Errors 2018 VLDB
6 8,592 Robust Entity Resolution using Random Graphs 2018 SIGMOD
7 6,908 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB
8 196 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB
9 1,443 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB
10 933 Question Selection for Crowd Entity Resolution 2013 VLDB