Task Assignments in Complex Collaborative Crowdsourcing

被引:0
|
作者
He, Wei [1 ]
Cui, Lizhen [1 ]
Huang, Cheng [1 ]
机构
[1] Shandong Univ, Sch Software, Jinan, Peoples R China
关键词
Complex collaborative crowdsourcing; Crowdsourcing task assignment; Task dependency; Task sequence;
D O I
10.1007/978-981-13-3044-5_45
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
At present, crowdsourcing platforms are mainly developed for Micro-tasks such as data annotation and image recognition. However, complex collaborative crowdsourcing tasks, which usually contain multiple interdependent subtasks, are emerging and require a variety of workers with different skills to cooperate with each other. To solve the worker-task matching problem in the complex collaborative crowdsourcing, we propose a complex crowdsourcing task assignment algorithm (C(3)TA), which models the complex collaborative crowdsourcing task assignment problem as a combinatorial optimization problem based on the maximum flow and compute the optimal solution to task assignment with a Slide-Container Queue (SCP). The experimental results show that the algorithm can effectively assign complex collaborative crowdsourcing tasks with the constraint of multi-skill workers and sequential subtasks and maximize the number of assigned tasks.
引用
收藏
页码:574 / 580
页数:7
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