Asymmetric bagging and feature selection for activities prediction of drug molecules.
Guo-Zheng LiHao-Hua MengWen-Cong LuJack Y. YangMary Qu YangPublished in: BMC Bioinform. (2008)
Keyphrases
- feature selection
- ensemble classifier
- prediction accuracy
- machine learning
- drug design
- meta learning
- ensemble learning
- ensemble methods
- ensemble classification
- mutual information
- ligand docking
- prediction model
- decision trees
- pharmaceutical industry
- random forest
- imbalanced data
- information gain
- activity recognition
- multi class
- text categorization
- selected features
- text classification
- binding peptides
- microarray data
- feature selection algorithms
- chemical compounds
- feature set
- decision stumps
- random forests
- virtual screening
- automatic relevance determination
- human activities
- high dimensionality
- feature subset