Efficient Ensemble Methods for Classification on Clear Cell Renal Cell Carcinoma Clinical Dataset.
Kwang-Ho ParkMusa Ibrahim M. IshagKwang Sun RyuMeijing LiKeun Ho RyuPublished in: ACIIDS (2) (2018)
Keyphrases
- ensemble methods
- benchmark datasets
- decision trees
- machine learning methods
- majority voting
- generalization ability
- ensemble classification
- ensemble learning
- pattern recognition
- random forests
- prediction accuracy
- feature set
- ensemble classifier
- fold cross validation
- base learners
- random forest
- classifier ensemble
- microscopy images
- drifting concepts
- bootstrap sampling
- machine learning algorithms
- image classification
- machine learning
- classification algorithm
- imbalanced data
- individual classifiers
- cell nuclei
- decision tree learning
- ensemble feature selection
- data mining
- classification models
- learning tasks
- text classification
- multi class
- training set
- feature extraction