Automatic structure classification of small proteins using random forest.
Pooja JainJonathan D. HirstPublished in: BMC Bioinform. (2010)
Keyphrases
- random forest
- decision trees
- feature set
- fold cross validation
- random forests
- cancer classification
- decision tree learning algorithms
- feature importance
- classification accuracy
- machine learning
- feature ranking
- image classification
- ensemble classifier
- multi label
- ensemble methods
- protein sequences
- text classification
- computer vision
- feature extraction
- supervised learning
- classification models
- small number
- ensemble learning
- machine learning methods
- classification algorithm
- text categorization
- cost sensitive
- generalization ability
- amino acids
- feature vectors
- training data
- class labels
- feature selection
- chemical compounds
- neural network