Optimized ensemble learning-based student's performance prediction with weighted rough set theory enabled feature mining.
Nayani SateeshPasupureddy Srinivasa RaoDavuluri Rajya LakshmiPublished in: Concurr. Comput. Pract. Exp. (2023)
Keyphrases
- rough set theory
- ensemble learning
- rough sets
- ensemble methods
- ensemble classifier
- prediction accuracy
- knowledge discovery
- concept drifting
- decision rules
- generalization ability
- attribute reduction
- decision table
- random forest
- feature set
- attribute reduction algorithm
- base classifiers
- data mining
- data analysis
- text mining
- concept drift
- feature ranking
- association rule mining
- databases
- feature vectors
- neural network
- prediction model
- benchmark datasets
- unlabeled data
- fuzzy sets
- high dimensional
- feature selection
- machine learning
- discernibility matrix
- real world