Estimating the uncertainty in the estimated mean area under the ROC curve of a classifier.
Waleed A. YousefRobert F. WagnerMurray H. LoewPublished in: Pattern Recognit. Lett. (2005)
Keyphrases
- roc curve
- accurate estimation
- training data
- fold cross validation
- estimation process
- classifier systems
- feature space
- uncertain data
- support vector
- classification scheme
- receiver operating characteristic
- class distribution
- support vector machine
- feature set
- classification method
- nearest neighbor classifier
- rigid body
- feature selection
- bayesian classifier
- training process
- classification process
- classifier combination
- svm classifier
- class labels
- training examples
- measurement error
- training set
- data sets
- decision trees
- learning algorithm
- estimated parameters
- binary classifiers
- learning classifier systems
- classification rate
- estimation error
- conditional probabilities
- classification rules
- classification algorithm
- training samples
- bayesian networks