Abstract:
During the past decade, personalized e-learning systems and adaptive educational hypermedia systems have attracted much attention from researchers in the fields of comput...Show MoreMetadata
Abstract:
During the past decade, personalized e-learning systems and adaptive educational hypermedia systems have attracted much attention from researchers in the fields of computer science Aand education. The integration of learning styles into an intelligent system is a possible solution to the problems of “learning deviation” and “cognitive overload.” In this study, we propose a learning style prediction method based on a pattern recognition technique. The main contributions of this method are: (1) it is a form of middleware that can be applied to other intelligent tutoring systems, and (2) it can process topic-dependent data to make predictions and update learning style profiles in a recursive manner. Experimental evaluations demonstrated the effectiveness of this prediction method.
Published in: IEEE Transactions on Learning Technologies ( Volume: 7, Issue: 2, April-June 2014)
Department of Computer Science, Sichuan Normal University, Chengdu, Sichuan Province, China
Juan Yang received the PhD degree in artificial intelligence from Southwest University, China, in 2007. She is a researcher in the Learning Technology Lab of the Department of Computer Science at Sichuan Normal University, China. She collaborates on research projects with the School of Computer and Information Science, Southwest University. Her research interests include intelligent learning systems, artificial intelligen...Show More
Juan Yang received the PhD degree in artificial intelligence from Southwest University, China, in 2007. She is a researcher in the Learning Technology Lab of the Department of Computer Science at Sichuan Normal University, China. She collaborates on research projects with the School of Computer and Information Science, Southwest University. Her research interests include intelligent learning systems, artificial intelligen...View more
Department of Computer and Information Science, South West University, Chongqing, China
Zhi Xing Huang received the PhD degree in artificial intelligence from Southwest University, China, in 2006. He is an associate professor in the School of Computer and Information Science at Southwest University, China. He was a postdoctoral researcher in the Knowledge Grid Research Group, the Key Lab of Intelligent Information Processing of the Chinese Academy of Sciences, Beijing, in 2010. From October 2006 to September...Show More
Zhi Xing Huang received the PhD degree in artificial intelligence from Southwest University, China, in 2006. He is an associate professor in the School of Computer and Information Science at Southwest University, China. He was a postdoctoral researcher in the Knowledge Grid Research Group, the Key Lab of Intelligent Information Processing of the Chinese Academy of Sciences, Beijing, in 2010. From October 2006 to September...View more
Department of Computer Science, Sichuan Normal University, Chengdu, Sichuan Province, China
Yue Xiang Gao received the ME degree in computer application from Chongqing University, China, in 2003. He is currently working toward the PhD degree at Southwest Jiaotong University, China. He is a research fellow in the Learning Technology Lab of the Department of Computer Science at Sichuan Normal University. His research interests include web information analysis and data mining.
Yue Xiang Gao received the ME degree in computer application from Chongqing University, China, in 2003. He is currently working toward the PhD degree at Southwest Jiaotong University, China. He is a research fellow in the Learning Technology Lab of the Department of Computer Science at Sichuan Normal University. His research interests include web information analysis and data mining.View more
College of Computer Science, Chongqing University of Posts and Telecommunications, China
Hong Tao Liu received the PhD degree in artificial intelligence from Southwest University, China, in 2007. He is an associate professor in the College of Computer Science at Chongqing University of Posts and Telecommunications, China. He is currently a visiting researcher at UCL, England. His research interests include machine learning and data mining.
Hong Tao Liu received the PhD degree in artificial intelligence from Southwest University, China, in 2007. He is an associate professor in the College of Computer Science at Chongqing University of Posts and Telecommunications, China. He is currently a visiting researcher at UCL, England. His research interests include machine learning and data mining.View more
Contents Department of Computer Science, Sichuan Normal University, Chengdu, Sichuan Province, China
Juan Yang received the PhD degree in artificial intelligence from Southwest University, China, in 2007. She is a researcher in the Learning Technology Lab of the Department of Computer Science at Sichuan Normal University, China. She collaborates on research projects with the School of Computer and Information Science, Southwest University. Her research interests include intelligent learning systems, artificial intelligence in e-learning, and learning data analysis.
Juan Yang received the PhD degree in artificial intelligence from Southwest University, China, in 2007. She is a researcher in the Learning Technology Lab of the Department of Computer Science at Sichuan Normal University, China. She collaborates on research projects with the School of Computer and Information Science, Southwest University. Her research interests include intelligent learning systems, artificial intelligence in e-learning, and learning data analysis.View more
Department of Computer and Information Science, South West University, Chongqing, China
Zhi Xing Huang received the PhD degree in artificial intelligence from Southwest University, China, in 2006. He is an associate professor in the School of Computer and Information Science at Southwest University, China. He was a postdoctoral researcher in the Knowledge Grid Research Group, the Key Lab of Intelligent Information Processing of the Chinese Academy of Sciences, Beijing, in 2010. From October 2006 to September 2007, he was a visiting researcher in the Ishida & Matsubara Lab in the Department of Social Informatics at Kyoto University, Japan. His research interests include machine learning and semantic computing.
Zhi Xing Huang received the PhD degree in artificial intelligence from Southwest University, China, in 2006. He is an associate professor in the School of Computer and Information Science at Southwest University, China. He was a postdoctoral researcher in the Knowledge Grid Research Group, the Key Lab of Intelligent Information Processing of the Chinese Academy of Sciences, Beijing, in 2010. From October 2006 to September 2007, he was a visiting researcher in the Ishida & Matsubara Lab in the Department of Social Informatics at Kyoto University, Japan. His research interests include machine learning and semantic computing.View more
Department of Computer Science, Sichuan Normal University, Chengdu, Sichuan Province, China
Yue Xiang Gao received the ME degree in computer application from Chongqing University, China, in 2003. He is currently working toward the PhD degree at Southwest Jiaotong University, China. He is a research fellow in the Learning Technology Lab of the Department of Computer Science at Sichuan Normal University. His research interests include web information analysis and data mining.
Yue Xiang Gao received the ME degree in computer application from Chongqing University, China, in 2003. He is currently working toward the PhD degree at Southwest Jiaotong University, China. He is a research fellow in the Learning Technology Lab of the Department of Computer Science at Sichuan Normal University. His research interests include web information analysis and data mining.View more
College of Computer Science, Chongqing University of Posts and Telecommunications, China
Hong Tao Liu received the PhD degree in artificial intelligence from Southwest University, China, in 2007. He is an associate professor in the College of Computer Science at Chongqing University of Posts and Telecommunications, China. He is currently a visiting researcher at UCL, England. His research interests include machine learning and data mining.
Hong Tao Liu received the PhD degree in artificial intelligence from Southwest University, China, in 2007. He is an associate professor in the College of Computer Science at Chongqing University of Posts and Telecommunications, China. He is currently a visiting researcher at UCL, England. His research interests include machine learning and data mining.View more