Similarity Perception of Reactions Catalyzed by Oxidoreductases and Hydrolases Using Different Classification Methods.
Xiaoying HuAixia YanTianwei TanOliver SacherJohann GasteigerPublished in: J. Chem. Inf. Model. (2010)
Keyphrases
- robust classification
- preprocessing
- machine learning methods
- significant improvement
- classification method
- computational cost
- classification systems
- decision trees
- feature vectors
- similarity measure
- classification accuracy
- benchmark data sets
- pattern recognition
- supervised learning
- classification models
- machine learning algorithms
- benchmark datasets
- density estimation
- automatic classification
- high dimensional data
- k nearest neighbour
- pattern classification
- similarity function
- cross validation
- data sets
- feature space
- support vector
- feature extraction
- machine learning