2019 · 13 citations · 9 references
EducationEducational TechnologyArtificial Intelligence In EducationKnowledge RepresentationMachine LearningAdaptive LearningCognitive DiagnosisGraph-based LearningLearner ModelingMetacognitive MonitoringOnline LearningAdaptive Navigation SupportCognitive Status AssessmentObstacle ResolutionSemantic Knowledge RepresentationStudent Learning Process Modeling
We propose and implement a novel online learning system, called CogLearn, to support learner's self-awareness and reflective thinking, which urges a proper form of knowledge representation together with individual learner's cognitive status. We thus design and employ the machine learning techniques to estimate learner's cognitive status and identify educational relations to construct the desired knowledge representation, namely cognitive graph in our system. We further demonstrate the system by presenting two practical services, i.e., learning obstacle diagnosis and learning path planning, to demonstrate how the constructed cognitive graph effectively and adaptively supports individual system user's learning process.
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Mining association rules between sets of items in large databases
Rakesh Agrawal, Tomasz Imieliński, Arun Swami · 1993 · 14.8K citations · Full text