Evaluating the Explainers: Black-Box Explainable Machine Learning for Student Success Prediction in MOOCs.
Vinitra SwamyBahar RadmehrNatasa KrcoMirko MarrasTanja KäserPublished in: CoRR (2022)
Keyphrases
- black box
- student success
- machine learning
- learning analytics
- black boxes
- prediction accuracy
- white box
- machine learning methods
- inductive learning
- test cases
- feature selection
- neural network
- integration testing
- machine learning algorithms
- state transition
- prediction model
- rule extraction
- predictive modeling
- supervised learning
- hybrid systems
- white box testing
- learning tasks
- model selection
- information extraction
- active learning
- decision trees
- artificial intelligence
- learning algorithm
- data mining