Title :
Personalized Content Delivery by Usage of Concept Maps and Naïve Bayes Classifier
Author :
Burdescu, Dumitru Dan ; Mihaescu, Marian Cristian ; Logofatu, Bogdan
Author_Institution :
Dept. of Software Eng., Craiova Univ., Craiova
Abstract :
This paper presents a personalized delivery system aimed at directing the learner to the next resources that need to be accessed in order to obtain best proficiency. The analysis is performed at chapter level. A concept map is has been created for a chapter and than concepts were classified using Naive Bayes classifier. The system recommends concepts that need further study which mean either resource access and study or more self-testing.
Keywords :
Bayes methods; computer aided instruction; Naive Bayes classifier; concept maps; personalized content delivery; resource access; Built-in self-test; Classification algorithms; Displays; Electronic learning; Encoding; Humans; Joining processes; Least squares approximation; Performance analysis; Software engineering; concept mapping; naive Bayes classifier; personalized content delivery;
Conference_Titel :
Advanced Learning Technologies, 2008. ICALT '08. Eighth IEEE International Conference on
Conference_Location :
Santander, Cantabria
Print_ISBN :
978-0-7695-3167-0
DOI :
10.1109/ICALT.2008.25