Prediction of New Bioactive Molecules of Chemical Compound Using Boosting Ensemble Methods.
Haslinda HashimFaisal SaeedPublished in: SCDS (2017)
Keyphrases
- ensemble methods
- prediction accuracy
- ensemble learning
- base classifiers
- random forests
- ensemble classifier
- random forest
- benchmark datasets
- generalization ability
- drifting concepts
- base learners
- majority voting
- machine learning methods
- binary classification
- decision trees
- ensemble classification
- chemical compounds
- chemical reactions
- ensemble feature selection
- data mining
- individual classifiers
- imbalanced data
- classifier ensemble
- data sets
- feature subset
- training samples
- pairwise
- decision tree ensembles