Title :
Ability Assessment Based on CAT in Adaptive Learning System
Author :
Chen, Shipin ; Zhang, Jianping
Author_Institution :
Coll. of Educ. Sci. & Technol., China West Normal Univ., Nanchong
Abstract :
Ability level of learner is the important dimension of adaptation in adaptive learning system. There are great differences in the capacity dimensions between different learners. Even for each specific learner, his ability level changes in the learning process. In order to more effectively evaluate the learner´s ability level and to support the personalized learning, we integrate the computerized adaptive testing (CAT) module into adaptive learning system in this paper. We put forward the architecture of integrating computerized adaptive testing module into adaptive learning system, and analyze the algorithms of adaptive testing based on item response theory and three parameters logistic (3PL) model. Via CAT, the test result updates the learnerpsilas ability level in student model. So based on the new ability level of learner, adaptive learning system can support the personalized learning with the adaptive content and the adaptive navigation.
Keywords :
Internet; adaptive systems; computer aided instruction; educational administrative data processing; 3PL model; CAT module; Web2.0; adaptive learning system; computerized adaptive testing module; e-learning system; item response theory; learner ability assessment; student model; three parameter logistic model; Adaptive systems; Algorithm design and analysis; Computer architecture; Educational institutions; Educational technology; Electronic learning; Geoscience and remote sensing; Learning systems; Logistics; System testing; ability evaluation; adaptive learning system; algorithms; computerized adaptive testing;
Conference_Titel :
Education Technology and Training, 2008. and 2008 International Workshop on Geoscience and Remote Sensing. ETT and GRS 2008. International Workshop on
Conference_Location :
Shanghai
Print_ISBN :
978-0-7695-3563-0
DOI :
10.1109/ETTandGRS.2008.151