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CrowdScreen: Algorithms for Filtering Data with Humans

Summary: Formalizes crowdsourced data filtering via human-verifiable properties; defines variants. Proposes deterministic/probabilistic algorithms to minimize question cost and error, with empirical gains over heuristics for integration into human-in-the-loop queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4537
Venue
SIGMOD
Year
2012
Pagerank
0.00013564823
Overall Rank
1,164 | 91.91%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 36 of 36 citing papers.

Rank Citing Paper Year Venue Pagerank
866 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00015801196
1,627 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011086905
1,840 dbTouch: Analytics at your Fingertips 2013 CIDR 0.0001034905
2,175 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3644117e-05
2,334 Counting with the Crowd 2013 VLDB 9.0161817e-05
2,792 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 8.1197186e-05
2,797 Query-Oriented Data Cleaning with Oracles 2015 SIGMOD 8.1108589e-05
2,937 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.853108e-05
3,118 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.5379338e-05
3,263 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.3097573e-05
3,322 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.2230626e-05
3,840 Revisiting Prompt Engineering via Declarative Crowdsourcing 2024 CIDR 6.7106924e-05
4,185 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.3776356e-05
4,479 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 6.149053e-05
4,619 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0444854e-05
4,827 An Online Cost Sensitive Decision-Making Method in Crowdsourcing Systems 2013 SIGMOD 5.8938399e-05
5,734 Efficient Algorithms for Crowd-Aided Categorization 2020 VLDB 5.3482904e-05
6,584 Budget Constrained Interactive Search for Multiple Targets 2021 VLDB 5.0027686e-05
7,023 Hear the Whole Story: Towards the Diversity of Opinion in Crowdsourcing Markets 2015 VLDB 4.8576599e-05
7,113 Answering Planning Queries with the Crowd 2013 VLDB 4.8274062e-05
7,117 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 4.826509e-05
7,178 Towards Globally Optimal Crowdsourcing Quality Management: The Uniform Worker Setting 2016 SIGMOD 4.8085946e-05
7,224 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 4.7959024e-05
7,535 Interactive Graph Search 2019 SIGMOD 4.7178467e-05
7,668 Human-in-the-loop Data Integration 2017 VLDB 4.6834075e-05
8,056 Where To: Crowd-Aided Path Selection 2014 VLDB 4.5946189e-05
9,139 DataSift: A Crowd-Powered Search Toolkit 2014 SIGMOD 4.3866006e-05
9,678 Interactive Graph Search for Multiple Targets on DAGs 2025 VLDB 4.3047774e-05
9,867 tDP: An Optimal-Latency Budget Allocation Strategy for Crowdsourced MAXIMUM Operations 2015 SIGMOD 4.2675549e-05
10,091 LLM-Powered Interactive Graph Search: A Scalable and Practical Approach 2026 SIGMOD 4.1945683e-05
11,707 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.1945683e-05
11,788 CDB: Optimizing Queries with Crowd-Based Selections and Joins 2017 SIGMOD 4.1945683e-05
11,791 CrowdDQS: Dynamic Question Selection in Crowdsourcing Systems 2017 SIGMOD 4.1945683e-05
11,816 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 4.1945683e-05
11,902 The Importance of Being Expert: Efficient Max-Finding in Crowdsourcing 2015 SIGMOD 4.1945683e-05
12,064 Mobility and Social Networking: A Data Management Perspective 2013 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
94 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00051013264
119 Answering Queries using Humans, Algorithms and Databases 2011 CIDR 0.0004564788
249 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00030740523
267 Human-powered Sorts and Joins 2012 VLDB 0.00029690405
697 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00018043655
1,885 CrowdDB: Query Processing with the VLDB Crowd 2011 VLDB 0.0001021098
2,123 Demonstration of Qurk: A Query Processor for Human Operators 2011 SIGMOD 9.4945521e-05
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Overall Rank Paper Year Venue Pagerank
859 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00015870894
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013096655
3,935 CrowdQ: Crowdsourced Query Understanding 2013 CIDR 6.6163464e-05
7,178 Towards Globally Optimal Crowdsourcing Quality Management: The Uniform Worker Setting 2016 SIGMOD 4.8085946e-05
5,734 Efficient Algorithms for Crowd-Aided Categorization 2020 VLDB 5.3482904e-05
94 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00051013264
4,827 An Online Cost Sensitive Decision-Making Method in Crowdsourcing Systems 2013 SIGMOD 5.8938399e-05
8,362 Minimizing Efforts in Validating Crowd Answers 2015 SIGMOD 4.5366717e-05
11,902 The Importance of Being Expert: Efficient Max-Finding in Crowdsourcing 2015 SIGMOD 4.1945683e-05
4,479 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 6.149053e-05