Classification of Toxicity Effects of Biotransformed Hepatic Drugs Using Optimized Support Vector Machine.
Alaa TharwatThomas GabelAboul Ella HassanienPublished in: AISI (2017)
Keyphrases
- support vector machine
- svm classifier
- support vector
- classification method
- pattern recognition
- support vector machine svm
- feature vectors
- multi class
- generalization ability
- classification algorithm
- svm classification
- feature space
- classification accuracy
- training data
- small sample
- feature selection
- automatic classification
- kernel function
- machine learning
- decision boundary
- image classification
- classification scheme
- class labels
- drug discovery
- soft margin
- feature extraction
- histogram intersection kernel
- high classification accuracy
- data sets
- model selection
- decision trees
- neural network
- classification models
- benchmark datasets
- k nearest neighbor