Non-Alignment Features Based Enzyme/Non-Enzyme Classification Using an Ensemble Method.
Nicholas J. DavidsonXueyi WangPublished in: ICMLA (2010)
Keyphrases
- ensemble methods
- benchmark datasets
- feature set
- classification accuracy
- feature vectors
- machine learning methods
- ensemble classifier
- feature extraction
- decision trees
- feature subset
- generalization ability
- classification models
- feature space
- image classification
- classifier ensemble
- random forests
- pattern recognition
- support vector machine svm
- svm classifier
- base classifiers
- uci data sets
- machine learning
- prediction accuracy
- support vector machine
- feature selection
- machine learning algorithms
- random forest
- ensemble learning
- classification algorithm
- amino acids
- support vector
- similarity measure
- multilabel classification
- class labels
- pairwise
- data mining
- ensemble members