Revealing new therapeutic opportunities through drug target prediction: a class imbalance-tolerant machine learning approach.
Siqi LiangHaiyuan YuJonathan D. WrenPublished in: Bioinform. (2020)
Keyphrases
- class imbalance
- machine learning
- active learning
- cost sensitive learning
- class distribution
- cost sensitive
- feature selection
- sampling methods
- prediction accuracy
- high dimensionality
- machine learning methods
- majority class
- concept drift
- software defect prediction
- imbalanced datasets
- machine learning algorithms
- learning algorithm
- learning tasks
- text classification
- decision trees
- data mining
- imbalanced class distribution
- small disjuncts
- data analysis
- pattern recognition
- minority class
- information extraction
- supervised learning
- text mining
- misclassification costs
- learning process
- prior knowledge
- semi supervised learning