Title :
Goal-Driven Navigation for Learning Activities Based on Process Optimization
Author :
Chen, Jian ; Man, Haifeng ; Jin, Qun ; Huang, Runhe
Author_Institution :
Fac. of Human Sci., Waseda Univ., Tokorozawa, Japan
Abstract :
This paper describes an integrated approach to provide an optimized learning process to students by analyzing the log data of learning activities and extracting their learning patterns. Our analysis results show that most of students almost always use their main learning patterns in their learning activities, and the learning achievement is affected by the learning process. Based on these findings, we try to optimize the process of earning actions using the extracted learning patterns, infer the learning goal of students, and then navigate them a personalized learning process according to the similarity of the extracted learning patterns.
Keywords :
computer aided instruction; data handling; optimisation; goal driven navigation; learning achievement; learning activities; learning patterns; log data; optimized learning process; process optimization; Bayesian methods; Clustering algorithms; Data mining; Learning systems; Navigation; User interfaces; goal-driven navigation; learning action sequence; learning activity; learning pattern; learning process;
Conference_Titel :
Internet of Things (iThings/CPSCom), 2011 International Conference on and 4th International Conference on Cyber, Physical and Social Computing
Conference_Location :
Dalian
Print_ISBN :
978-1-4577-1976-9
DOI :
10.1109/iThings/CPSCom.2011.97