Robust optimization of SVM hyperparameters in the classification of bioactive compounds.
Wojciech M. CzarneckiSabina PodlewskaAndrzej J. BojarskiPublished in: J. Cheminformatics (2015)
Keyphrases
- support vector
- hyperparameters
- support vector machine svm
- robust optimization
- support vector machine
- model selection
- cross validation
- svm classifier
- feature vectors
- generalization ability
- feature selection
- training set
- ls svm
- grid search
- bayesian framework
- maximum likelihood
- knn
- machine learning
- feature space
- kernel function
- nearest neighbor
- maximum a posteriori
- prior knowledge
- mathematical programming
- hyperplane
- decision trees
- data sets
- learning algorithm
- incremental learning
- prior information
- kernel methods
- supervised learning