Efficient AUC Optimization for Classification.
Toon CaldersSzymon JaroszewiczPublished in: PKDD (2007)
Keyphrases
- classification accuracy
- feature selection
- decision trees
- misclassification rate
- roc curve
- support vector
- model selection
- classification algorithm
- pattern recognition
- support vector machine
- classification scheme
- automatic classification
- training set
- global optimization
- optimization method
- support vector machine svm
- optimization process
- decision rules
- svm classifier
- receiver operating characteristic
- probability estimation
- optimization algorithm
- naive bayes
- roc analysis
- leave one out cross validation
- feature vectors
- binary and multi class
- k nearest neighbour
- logistic regression
- accurate classification
- pattern classification
- classification method
- neural network
- machine learning algorithms
- error rate
- image classification
- supervised learning
- multi class
- preprocessing
- machine learning