QSAR and classification models of a novel series of COX-2 selective inhibitors: 1, 5-diarylimidazoles based on support vector machines.
Huanxiang LiuRuisheng ZhangXiaojun YaoMancang LiuZhide HuBo Tao FanPublished in: J. Comput. Aided Mol. Des. (2004)
Keyphrases
- classification models
- support vector
- learning machines
- large margin classifiers
- feature selection
- training data
- feature ranking
- decision trees
- software quality classification
- classification accuracy
- regression model
- logistic regression
- learning models
- models built
- multi class
- cross validation
- feature set
- neural network
- human immunodeficiency virus
- attribute selection
- support vector machine
- radial basis function
- loss function
- generalization ability
- learned models
- genetic algorithm
- kernel function
- model selection
- microarray
- svm classifier
- ensemble learning
- data sets
- learning algorithm
- genetic programming