PAC Classification based on PAC Estimates of Label Class Distributions
Nick PalmerPaul W. GoldbergPublished in: CoRR (2006)
Keyphrases
- class distribution
- class labels
- roc analysis
- class imbalance
- cost sensitive
- training set
- imbalanced datasets
- highly skewed
- cost sensitive learning
- decision boundary
- class probabilities
- training samples
- classification accuracy
- support vector
- highly imbalanced
- feature selection
- classification algorithm
- sample size
- test set
- misclassification costs
- machine learning
- decision trees
- support vector machine
- unlabeled data
- roc curve
- unsupervised learning
- model selection
- probability estimates
- imbalanced data
- training data
- cross validation
- benchmark datasets
- imbalanced class distribution
- rare class
- svm classifier
- imbalanced data sets
- active learning
- naive bayes
- text classification
- training examples
- ensemble methods