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iCrowd: An Adaptive Crowdsourcing Framework

Summary: iCrowd adapts crowdsourcing via online, task-specific accuracy estimation and assigns tasks to the best-matching online worker. Post-submission updates refine accuracies for better future allocations; MTurk experiments show higher quality than qualification-based baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5082
Venue
SIGMOD
Year
2015
Pagerank
7.2230626e-05
Overall Rank
3,322 | 76.90%
DOI
10.1145/2723372.2750550

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
2,937 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.853108e-05
3,773 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 6.7758649e-05
5,029 Crowdsourced Top-k Queries by Confidence-Aware Pairwise Judgments 2017 SIGMOD 5.7502622e-05
5,362 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 5.5473503e-05
5,734 Efficient Algorithms for Crowd-Aided Categorization 2020 VLDB 5.3482904e-05
5,958 Fine-grained Concept Linking using Neural Networks in Healthcare 2018 SIGMOD 5.2563968e-05
6,569 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0065379e-05
6,780 Domain-Aware Multi-Truth Discovery from Conflicting Sources 2018 VLDB 4.9277708e-05
6,868 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.9010083e-05
7,117 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 4.826509e-05
7,292 Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base 2018 SIGMOD 4.7740174e-05
7,535 Interactive Graph Search 2019 SIGMOD 4.7178467e-05
7,575 Human-in-the-loop Outlier Detection 2020 SIGMOD 4.7068909e-05
7,668 Human-in-the-loop Data Integration 2017 VLDB 4.6834075e-05
8,343 CrowdGame: A Game-Based Crowdsourcing System for Cost-Effective Data Labeling 2019 SIGMOD 4.5429217e-05
9,262 SubTab: Data Exploration with Informative Sub-Tables 2022 SIGMOD 4.368964e-05
9,678 Interactive Graph Search for Multiple Targets on DAGs 2025 VLDB 4.3047774e-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
11,864 December: A Declarative Tool for Crowd Member Selection 2016 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

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