Improving prediction of students' performance in intelligent tutoring systems using attribute selection and ensembles of different multimodal data sources.
Wilson ChangoRebeca CerezoMiguel Sánchez-SantillánRoger AzevedoC. RomeroPublished in: CoRR (2024)
Keyphrases
- intelligent tutoring systems
- attribute selection
- data sources
- decision trees
- tutoring system
- student model
- intelligent tutoring
- decision tree induction
- constraint based modeling
- authoring tool
- educational systems
- instructional systems
- student modeling
- web based learning systems
- model tracing
- information gain
- classification models
- intelligent learning environments
- student knowledge
- affective states
- pedagogical agents
- concept maps
- web based learning environments
- naive bayes
- cognitive tutor
- data model
- e learning
- interactive learning environments
- human tutors
- intelligent tutors