DocumentCode
691727
Title
Adaptive learning path generation using colored Petri nets based on behavioral aspects
Author
Dharani, B. ; Geetha, T.V.
Author_Institution
Dept. of Comput. Sci. & Eng., Anna Univ., Chennai, India
fYear
2013
fDate
25-27 July 2013
Firstpage
459
Lastpage
465
Abstract
In E-Learning environment, generating a Learning Path for the learner provides a challenging work for researchers. Learning Path is a collection of different learning items that are combined to achieve a single objective. For adaptive learning path, learner´s behavior should be considered for providing an adaptive environment based on learner characteristics. Providing adaptiveness to learners is achieved by using evolving dynamic user profiles. In this paper, User profile is evolved using Case Based Reasoning. The learner´s behavior of the E-learning system is tracked dynamically using the Colored Petri Nets. The Adaptive Learning Path is generated using the learner´s behavior patterns which are modeled as the learner´s characteristics like learning styles, goals and performance. We compare our system with an adaptive e-learning system which considers static profiles for adaptiveness through our performance evaluating method. The measure for completing the course is used to classify the user. The evaluation shows that the user finds the E-learning system more adaptive and resulting in motivation to finish the course.
Keywords
Petri nets; case-based reasoning; computer aided instruction; adaptive e-learning system; adaptive learning path generation; behavioral aspects; case based reasoning; colored Petri nets; e-learning environment; learner behavior; learning items; learning styles; static profiles; Adaptation models; Adaptive systems; Analytical models; Electronic learning; Materials; Object oriented modeling; Petri nets; Adaptive E-Learning; case base reasoning; colored Petri nets; dynamic user behavior;
fLanguage
English
Publisher
ieee
Conference_Titel
Recent Trends in Information Technology (ICRTIT), 2013 International Conference on
Conference_Location
Chennai
Type
conf
DOI
10.1109/ICRTIT.2013.6844247
Filename
6844247
Link To Document