Title :
Context-aware authoring and presentation from open e-learning repository
Author :
Venkataraman, Ganesh ; Ravichandran, Arunkumar ; Srinivasan, Chellam ; Elias, Susan ; Prabha Ramesh, Lakshimi
Author_Institution :
Sri Venkateswara Coll. of Eng., Sriperumbudur, India
Abstract :
With the explosive growth in the World Wide Web over the past few decades, a predominant part of the pedagogical arena is making a transition from stereotype textbook learning to massive open online learning. Efforts are being made to develop and foster crowd sourced massive open repositories of learning objects, which can be tapped to author courses for diverse learners with varied backgrounds dynamically. Developing systems to author and deliver such courses has been of rising importance to contemporary researchers and this paper proposes an efficient context-aware open e-learning environment to do the same. The learning objects having high aptness to the particular course and high content-based predicted rating pertaining to the particular learner´s preferences are picked from the open repository and the course structure is modeled using communicating dynamic Petri nets. Ratings and feedback from the user are obtained during presentation, based on which the course delivery is made adaptive. Rating prediction through Collaborative filtering is used for this purpose. The ratings are also used to implicitly learn the learner´s preferences and to establish an aptness score for each learning object.
Keywords :
Internet; Petri nets; authoring systems; computer aided instruction; educational courses; ubiquitous computing; World Wide Web; adaptive course delivery; collaborative filtering; communicating dynamic Petri nets; content-based predicted rating; context-aware authoring; context-aware open e-learning environment; context-aware presentation; crowd sourced massive open repositories; massive open online learning; open e-learning repository; stereotype textbook learning; Adaptation models; Adaptive systems; Educational institutions; Electronic learning; Multimedia communication; Petri nets; Vectors; adaptive course presentation; context-aware authoring; e-learning;
Conference_Titel :
MOOC, Innovation and Technology in Education (MITE), 2014 IEEE International Conference on
Conference_Location :
Patiala
DOI :
10.1109/MITE.2014.7020292