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 :
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