Abstract:
In this paper, an automatic lesson generation system is presented which is suitable in a learning-by-mimicking scenario where the learning objects can be represented as m...Show MoreMetadata
Abstract:
In this paper, an automatic lesson generation system is presented which is suitable in a learning-by-mimicking scenario where the learning objects can be represented as multiattribute time series data. The dance is used as an example in this paper to illustrate the idea. Given a dance motion sequence as the input, the proposed lesson generation system automatically generates the lesson plan for students. It first extracts patterns from the input dance sequence to form the learning objects. The prerequisite structure is then built by considering the relations between the learning objects. Afterward the knowledge structure is constructed from the prerequisite structure based on the knowledge space theory. Finally, the learning path is derived according to an easy-to-complex manner while respecting the prerequisite relations. A user study that involved 40 students was conducted to evaluate the proposed work. The average learning time required for the treatment group (learning with the proposed system) was found to be lower than that of the control group (learning by free browsing) thus demonstrating the learning efficiency of the proposed system. The feedback from the questionnaires indicated that a majority of the subjects showed positive response toward the usefulness and rationality of our proposed system.
Published in: IEEE Transactions on Learning Technologies ( Volume: 5, Issue: 3, July-Sept. 2012)
DOI: 10.1109/TLT.2011.31

Department of Computer Science and Technology, Suzho Institute for Advanced Study, University of Science and Technology, Suzhou, Jiangsu, China
Department of Computer Science, USTC-CityU Joint Research Centre, City University of Hong Kong, China
Yang Yang is currently working toward the PhD degree in the Department of Computer Science and Technology at the University of Science and Technology of China (USTC). He is also enrolled in a joint PhD program offered by the City University of Hong Kong and USTC. His research interests include human motion analysis, human computer interaction, and e-learning.
Yang Yang is currently working toward the PhD degree in the Department of Computer Science and Technology at the University of Science and Technology of China (USTC). He is also enrolled in a joint PhD program offered by the City University of Hong Kong and USTC. His research interests include human motion analysis, human computer interaction, and e-learning.View more

USTC-CityU Joint Research Centre, Department of Computer Science, City University of Hong Kong, Hong Kong, China
Howard Leung received the BEng degree in electrical engineering from McGill University, Canada, in 1998, and the MSc and PhD degrees in electrical and computer engineering from Carnegie Mellon University in 1999 and 2003, respectively. He is currently an assistant professor in the Department of Computer Science at the City University of Hong Kong. His current research projects include 3D human motion analysis, brain infor...Show More
Howard Leung received the BEng degree in electrical engineering from McGill University, Canada, in 1998, and the MSc and PhD degrees in electrical and computer engineering from Carnegie Mellon University in 1999 and 2003, respectively. He is currently an assistant professor in the Department of Computer Science at the City University of Hong Kong. His current research projects include 3D human motion analysis, brain infor...View more

USTC-CityU Joint Research Centre and the Department of Computer Science and Technology, University of Science and Technology, Hefei, Anhui, China
Lihua Yue is currently a professor in the Department of Computer Science and Technology at the University of Science and Technology of China. Her main research projects include database system and information integration.
Lihua Yue is currently a professor in the Department of Computer Science and Technology at the University of Science and Technology of China. Her main research projects include database system and information integration.View more

Department of Computer Science and Technology, Suzho Institute for Advanced Study, University of Science and Technology, Suzhou, Jiangsu, China
Department of Computer Science, USTC-CityU Joint Research Centre, City University of Hong Kong, China
Liqun Deng is currently working toward the PhD degree in the Department of Computer Science and Technology at the University of Science and Technology of China (USTC). He is also enrolled in a joint PhD program offered by City University of Hong Kong and USTC. His research interests include human motion analysis, human computer interaction, and pattern recognition.
Liqun Deng is currently working toward the PhD degree in the Department of Computer Science and Technology at the University of Science and Technology of China (USTC). He is also enrolled in a joint PhD program offered by City University of Hong Kong and USTC. His research interests include human motion analysis, human computer interaction, and pattern recognition.View more

Department of Computer Science and Technology, Suzho Institute for Advanced Study, University of Science and Technology, Suzhou, Jiangsu, China
Department of Computer Science, USTC-CityU Joint Research Centre, City University of Hong Kong, China
Yang Yang is currently working toward the PhD degree in the Department of Computer Science and Technology at the University of Science and Technology of China (USTC). He is also enrolled in a joint PhD program offered by the City University of Hong Kong and USTC. His research interests include human motion analysis, human computer interaction, and e-learning.
Yang Yang is currently working toward the PhD degree in the Department of Computer Science and Technology at the University of Science and Technology of China (USTC). He is also enrolled in a joint PhD program offered by the City University of Hong Kong and USTC. His research interests include human motion analysis, human computer interaction, and e-learning.View more

USTC-CityU Joint Research Centre, Department of Computer Science, City University of Hong Kong, Hong Kong, China
Howard Leung received the BEng degree in electrical engineering from McGill University, Canada, in 1998, and the MSc and PhD degrees in electrical and computer engineering from Carnegie Mellon University in 1999 and 2003, respectively. He is currently an assistant professor in the Department of Computer Science at the City University of Hong Kong. His current research projects include 3D human motion analysis, brain informatics, and intelligent tools for Chinese handwriting education. He is currently a member of the Multimedia Systems and Applications Technical Committee, which is a subsidiary organization of the IEEE Circuits and Systems Society.
Howard Leung received the BEng degree in electrical engineering from McGill University, Canada, in 1998, and the MSc and PhD degrees in electrical and computer engineering from Carnegie Mellon University in 1999 and 2003, respectively. He is currently an assistant professor in the Department of Computer Science at the City University of Hong Kong. His current research projects include 3D human motion analysis, brain informatics, and intelligent tools for Chinese handwriting education. He is currently a member of the Multimedia Systems and Applications Technical Committee, which is a subsidiary organization of the IEEE Circuits and Systems Society.View more

USTC-CityU Joint Research Centre and the Department of Computer Science and Technology, University of Science and Technology, Hefei, Anhui, China
Lihua Yue is currently a professor in the Department of Computer Science and Technology at the University of Science and Technology of China. Her main research projects include database system and information integration.
Lihua Yue is currently a professor in the Department of Computer Science and Technology at the University of Science and Technology of China. Her main research projects include database system and information integration.View more

Department of Computer Science and Technology, Suzho Institute for Advanced Study, University of Science and Technology, Suzhou, Jiangsu, China
Department of Computer Science, USTC-CityU Joint Research Centre, City University of Hong Kong, China
Liqun Deng is currently working toward the PhD degree in the Department of Computer Science and Technology at the University of Science and Technology of China (USTC). He is also enrolled in a joint PhD program offered by City University of Hong Kong and USTC. His research interests include human motion analysis, human computer interaction, and pattern recognition.
Liqun Deng is currently working toward the PhD degree in the Department of Computer Science and Technology at the University of Science and Technology of China (USTC). He is also enrolled in a joint PhD program offered by City University of Hong Kong and USTC. His research interests include human motion analysis, human computer interaction, and pattern recognition.View more