Title :
A Remodeling Method of Automatic Learning Process Based on LMS in E-Learning
Author_Institution :
Sch. of Econ. & Manage., Shanghai Maritime Univ., Shanghai, China
Abstract :
In e-learning, online-learning management system (LMS) as an open electronic platform supports learning and teaching from different places. LMS can realize collaboration of learning process. Exact learning process can ensure the normal running of LMS. With the constantly change of teaching environment, learning process models don´t keep stable. The large mount of process logs are saved in LMS. These logs involve information of various learning processes. This paper researches an automatic learning process mining and remodeling method based on logs. The core of the method is process mining rules and remodeling algorithm. In this method a Markov transition matrix is set up based on process logs. And according to the matrix the eight mining rules of process logical relations are designed. The remodeling algorithm can not only automatically remodel the various learning processes, but also greatly enhance the process modeling efficiency.
Keywords :
data mining; educational administrative data processing; Markov transition matrix; automatic learning process; logical relations process; online learning management system; process logs; process mining; process remodeling algorithm; Algorithm design and analysis; Collaboration; Collaborative work; Computer aided instruction; Computer networks; Conference management; Content management; Education; Electronic learning; Least squares approximation; E-learning; Markov transition matrix; Online-learning management system; Process log; Process mining; Process remodeling;
Conference_Titel :
Web Information Systems and Mining, 2009. WISM 2009. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-0-7695-3817-4
DOI :
10.1109/WISM.2009.120