Systematic ensemble model selection approach for educational data mining.
MohammadNoor InjadatAbdallah MoubayedAli Bou NassifAbdallah ShamiPublished in: Knowl. Based Syst. (2020)
Keyphrases
- model selection
- educational data mining
- learning analytics
- cross validation
- feature selection
- hyperparameters
- parameter estimation
- bayesian learning
- student modeling
- regression model
- sample size
- machine learning
- mixture model
- ensemble learning
- statistical inference
- generalization error
- error estimation
- meta learning
- visual analytics
- variable selection
- random forest
- model selection criteria
- bayesian methods
- selection criterion
- automatic model selection
- parameter determination
- learning algorithm
- information criterion
- leave one out cross validation
- bayesian information criterion
- training data
- training set
- ensemble methods
- gaussian process
- data mining
- base classifiers