Title :
A new hybrid approach for constructing the concept map based on fuzzy prerequisite relationships
Author :
Aajli, Ali ; Afdel, Karim
Author_Institution :
Lab. of Comput. Syst. & Vision -LabSIV, Ibn Zohr Univ., Agadir, Morocco
Abstract :
In recent years, adaptive learning systems rely increasingly on concept maps to customize the educational logic developed in their courses. Most approaches do not take into account the possibility of combining the concept maps predefined by experts of field and those developed automatically using the Fuzzy Sets Theory. In this article, we present a hybrid approach using on the one hand the feedback from experts of domain to select, prioritize relevant concepts and create prerequisite relationships to get the initial concept map, on the other hand we use the fuzzy logic to measure relevance degree of all relationships existing in this concept map, these links are considered as fuzzy relationships. With this approach we got two types of prerequisite relationships between concepts, the first type can be classified as relationships correctly established by the expert. These relationships must be kept in the final concept map. The second type can be considered as relationships incorrectly established by the expert, because the concepts involved in these relationships are independent, in this case these relations must be deleted or substituted with the inverse of the original relations, or because the items used in evaluations of these concepts are inappropriate and must be reviewed.
Keywords :
fuzzy set theory; learning (artificial intelligence); adaptive learning systems; concept map; educational logic; fuzzy logic; fuzzy prerequisite relationship; fuzzy set theory; relevance degree; Abstracts; Data mining; Decision support systems; Fuzzy set theory; Natural languages; Q measurement; Testing; Adaptive Learning Environments; Concept map; Data mining; Fuzzy Sets Theory; Fuzzy prerequisites relationships;
Conference_Titel :
Information Science and Technology (CIST), 2014 Third IEEE International Colloquium in
Conference_Location :
Tetouan
Print_ISBN :
978-1-4799-5978-5
DOI :
10.1109/CIST.2014.7016604