Similarity-based prediction for Anatomical Therapeutic Chemical classification of drugs by integrating multiple data sources.
Zhongyang LiuFeifei GuoJiangyong GuYong WangYang LiDan WangLiang LuDong LiFuchu HePublished in: Bioinform. (2015)
Keyphrases
- integrating multiple
- data sources
- pattern recognition
- classification accuracy
- machine learning
- classification scheme
- image classification
- prediction accuracy
- supervised learning
- feature vectors
- text classification
- nearest neighbour algorithm
- protein function prediction
- neural network
- support vector machine svm
- data integration
- automatic classification
- classification models
- classification method
- decision trees
- feature extraction
- support vector machine
- support vector
- medical images
- classification algorithm
- data warehouse
- prediction model
- feature selection
- multi layer perceptron
- learning algorithm
- visual learning
- drug design
- preprocessing
- data model