Selecting and Interpreting Multiclass Loss and Accuracy Assessment Metrics for Classifications with Class Imbalance: Guidance and Best Practices.
Sarah FarhadpourTimothy A. WarnerAaron E. MaxwellPublished in: Remote. Sens. (2024)
Keyphrases
- multi class
- class imbalance
- cost sensitive
- binary classification
- binary classification problems
- multi class problems
- class distribution
- multiclass classification
- feature selection
- misclassification costs
- multi class classification
- cost sensitive learning
- active learning
- error rate
- support vector machine
- binary classifiers
- classification accuracy
- sampling methods
- high dimensionality
- multi task
- pairwise
- test set
- base classifiers
- image classification
- probability estimation
- learning process
- data mining