Diploma and Master Theses (authored and supervised):
"Investigation of Techniques for Collaboration in Task-based Crowdsourcing";
Supervisor: S. Dustdar, B. Satzger;
Institut für Informationssysteme, AB Verteilte Systeme,
final examination: 2012-06-18.
Crowdsourcing, a distributed problem-solving model, is gaining more and more interest. Enterprises around the world show interest in using crowdsourcing systems to outsource work. Right now task-based crowdsourcing systems support only a very simple model work, a simple task. In general, a simple task is seen as an atomic unit of work, which is assigned to one single worker. However, the demands of enterprises to share more complex work are evident. The integration of complex work into task-based crowdsourcing leads to a number of challenges due the fact that complex work in general cannot be
split into units of work, which can be assigned to a single worker.
In this thesis we introduce different techniques of collaboration, based on the integration of complex work to a task-based crowdsourcing system. We model complex work as a composite task. A composite task has a set of sub-tasks; the sub-tasks can have
dependency between each other, which show how much cooperation is needed to solve the dependent task. Besides the introduction of complex work to crowdsourcing, we introduce a social collaboration network. All workers are part of this collaboration network, ties between workers in this social network represent the fact how well two
workers can work together. Further, we introduce two team structures, namely static and dynamic teams. The models of a composite task, the social collaboration network and the two team-based approaches are implemented in a task-based crowdsourcing simulation framework. We further perform an evaluation, based on the implementation of our concepts, to show the advantages and limitations of both team-based approaches. The evaluation results show significant differences between the quantity of performed tasks and the quality of the processed work depending on the team structure.
Created from the Publication Database of the Vienna University of Technology.