Robust AUC maximization for classification with pairwise confidence comparisons.
Haochen ShiMing-Kun XieShengjun HuangPublished in: Frontiers Comput. Sci. (2024)
Keyphrases
- pairwise
- classification accuracy
- decision trees
- binary and multi class
- feature selection
- multi class
- pattern recognition
- label ranking
- feature extraction
- automatic classification
- misclassification rate
- probability estimation
- model selection
- pattern classification
- classification algorithm
- training set
- image classification
- text classification
- cross validation
- classification method
- roc curve
- machine learning
- classification scheme
- preprocessing
- decision rules
- naive bayes
- training samples
- markov random field
- machine learning algorithms
- error rate
- classification models
- support vector machine
- similarity measure
- training data
- feature space
- bipartite ranking
- binary classification tasks
- objective function