Title :
A new method to construct concept maps for adaptive learning systems
Author :
Chen, Shyi-Ming ; Sue, Po-jui
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
Abstract :
In this paper, we present a new method to automatically construct concepts maps for adaptive learning systems. First, we calculate the counter values, where the counter values indicate the answer-consistence between any two questions. Then, base on four kinds of association rules, we apply the Apriori Algorithm to mine some information. Finally, we calculate the relevance degree between any two concepts to construct concepts maps for adaptive learning systems. The proposed method provides us with a useful way to construct concept maps in adaptive learning systems.
Keywords :
adaptive control; control engineering computing; control system synthesis; data mining; learning systems; adaptive learning systems; answer consistence; apriori algorithm; association rules; concept maps; counter values; Adaptive systems; Association rules; Learning systems; Machine learning; Radiation detectors; Adaptive learning systems; Concept maps; Data mining;
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2010 International Conference on
Conference_Location :
Qingdao
Print_ISBN :
978-1-4244-6526-2
DOI :
10.1109/ICMLC.2010.5580815
