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CDB: Optimizing Queries with Crowd-Based Selections and Joins

Summary: Graph-based query model for crowd-powered selections and joins enables fine-grained, per-tuple optimization beyond coarse tree orders. Unified multi-goal optimization (cost, latency, quality) under a single framework, with AMT/CrowdFlower/ChinaCrowd deployments and benchmarks showing gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf291fa422977c384
Venue
SIGMOD
Year
2017
Pagerank
5.1571823e-05
Overall Rank
9,583 | 35.57%
DOI
10.1145/3035918.3064036

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{li_sigmod17,
        title = {{CDB: Optimizing Queries with Crowd-Based Selections and Joins}},
        author = {Li, Guoliang and Chai, Chengliang and Fan, Ju and Weng, Xueping and Li, Jian and Zheng, Yudian and Li, Yuanbing and Yu, Xiang and Zhang, Xiaohang and Yuan, Haitao},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3035918.3064036},
        url = {https://dl.acm.org/doi/10.1145/3035918.3064036},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank Citing Paper Year Venue Pagerank
5,061 CDB: A Crowd-Powered Database System 2018 VLDB 6.2912543e-05
5,814 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.9852808e-05
6,397 Human-in-the-loop Data Integration 2017 VLDB 5.7989499e-05
6,925 Interactive Graph Search 2019 SIGMOD 5.6423723e-05
7,042 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.6142998e-05
7,052 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 5.6127577e-05
7,201 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 5.5871656e-05
10,517 Weighted Set Multi-Cover on Bounded Universe and Applications in Package Recommendation 2026 SIGMOD 4.9793485e-05
12,212 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 28 of 28 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 0.00034672523
198 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025555196
257 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00022962347
266 Human-powered Sorts and Joins 2012 VLDB 0.00022739124
433 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018332741
749 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00014265279
871 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013343705
933 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013004422
987 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00012660627
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012037058
1,264 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.0001128316
1,472 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010558263
1,926 Counting with the Crowd 2013 VLDB 9.3637786e-05
2,220 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.8146984e-05
2,832 Crowd Mining 2013 SIGMOD 7.9590386e-05
3,171 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.5691557e-05
3,197 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5455503e-05
3,323 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 7.4291935e-05
3,838 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 6.9929907e-05
3,839 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.9921604e-05
4,051 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.8285415e-05
4,602 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.5072085e-05
4,623 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.4978811e-05
5,024 Crowdsourced Top-k Algorithms: An Experimental Evaluation 2016 VLDB 6.3096186e-05
6,668 Query Optimization over Crowdsourced Data 2013 VLDB 5.7147473e-05
8,137 Where To: Crowd-Aided Path Selection 2014 VLDB 5.3924339e-05
9,450 Ontology Assisted Crowd Mining 2014 VLDB 5.1752483e-05
12,314 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 4.9793485e-05
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