A Wiki with Multiagent Tracking, Modeling, and Coalition Formation

摘要

Wikis are being increasingly used as a tool for conducting collaborative writing assignments in today's classrooms. However, Wikis in general (1) do not provide group formation methods to more specifically facilitate collaborative learning of the students and (2) suffer from typical problems of collaborative learning like detection of free-riding (earning credit without contribution). To improve the state of the art of the use of Wikis as a collaborative writing tool, we have designed and implemented Classroom Wi-ki-a Web-based collaborative Wiki that utilizes a set of learner pedagogy theories to provide multiagent-based tracking, modeling, and group formation functionalities. For the students, Classroom Wiki provides a Web interface for writing and revising their group's Wiki and a topic-based forum for discussing their ideas during collaboration. When the students collaborate, Classroom Wiki's agents track all student activities to learn a model of the students and use a Bayesian Network to learn a probabilistic mapping that describes the ability of a group of students with a specific set of models to work together. For the teacher, Classroom Wiki provides a framework that uses the learned student models and the mapping to form student groups to improve the collaborative learning of students. Classroom Wiki was deployed in three university-level courses and the results suggest that Classroom Wiki can (1) form better student groups that improve student learning and collaboration and (2) alleviate free-riding and allow the instructor to provide scaffolding by its multiagent-based tracking and modeling.