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Multiagent coalition formation for computer-supported cooperative learning (2006).
Content Provider | CiteSeerX |
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Author | Khandaker, Nobel Soh, Leen-Kiat Jiang, Hong |
Abstract | In this paper, we describe a computer-supported cooperative learning system in education and the results of its deployment. The system, called I-MINDS, consists of a set of teacher agents, group agents, and student agents. While the agents possess individual intelligent capabilities, the novel invention of I-MINDS lies in multiagent intelligence and coalition formation. I-MINDS supports student participation and collaboration and helps the instructor manage large, distance classrooms. Specifically, it uses a Vickrey auction-based and learning-enabled algorithm called VALCAM to form student groups in a structured cooperative learning setting. We have deployed I-MINDS in an introductory computer science course (CS1) and conducted experiments in the Spring and Fall semesters of 2005 to study how I-MINDS-supported collaboration fares against traditional, face-to-face collaboration. Results showed that students using I-MINDS performed (and outperformed in some aspects) as well as students in traditional settings. |
File Format | |
Publisher Date | 2006-01-01 |
Access Restriction | Open |
Subject Keyword | Student Agent Multiagent Intelligence Learning-enabled Algorithm Instructor Manage Introductory Computer Science Course Distance Classroom Novel Invention Multiagent Coalition Formation I-minds-supported Collaboration Fare I-minds Support Student Participation Student Group Computer-supported Cooperative Learning Teacher Agent I-minds Performed Structured Cooperative Learning Computer-supported Cooperative Learning System Agent Posse Individual Intelligent Capability I-minds Lie Group Agent Coalition Formation Fall Semester Traditional Setting Face-to-face Collaboration |
Content Type | Text |