Support vector inductive logic programming outperforms the naive Bayes classifier and inductive logic programming for the classification of bioactive chemical compounds.
Edward O. CannonAta AminiAndreas BenderMichael J. E. SternbergStephen H. MuggletonRobert C. GlenJohn B. O. MitchellPublished in: J. Comput. Aided Mol. Des. (2007)
Keyphrases
- inductive logic programming
- support vector
- background knowledge
- chemical compounds
- machine learning
- classification accuracy
- first order logic
- logic programming
- support vector machine
- logic programs
- naive bayes classifier
- feature selection
- naive bayes
- text classification
- supervised learning
- kernel function
- training set
- natural language processing
- domain knowledge
- feature extraction
- decision trees
- kernel machines
- knowledge base