Latent Semantic Analysis for User Modeling
Journal of Intelligent Information Systems - Special issue: A survey of research questions for intelligent information systems in education
Using Production to Assess Learning: An ILE That Fosters Self-Regulated Learning
ITS '02 Proceedings of the 6th International Conference on Intelligent Tutoring Systems
FLSA: extending latent semantic analysis with features for dialogue act classification
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
TopicNets: Visual Analysis of Large Text Corpora with Topic Modeling
ACM Transactions on Intelligent Systems and Technology (TIST)
Generating predictive models of learner community dynamics
Proceedings of the 1st International Conference on Learning Analytics and Knowledge
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We present an overview of LSA-based systems that have been used in instructional settings. Current research on this subject does not take into account the cognitive aspects of learning and teaching, and describes the systems at a technical level. We propose a cognitive-based classification of these systems that can lead to the design of novel LSA-based applications.