Kolmogorov-Smirnov and ROC curve metrics for binary classification performance assessment are equivalent.
Paulo J. L. AdeodatoSílvio B. MeloPublished in: ICPR (2022)
Keyphrases
- binary classification
- roc curve
- kolmogorov smirnov
- multi class
- learning problems
- support vector
- evaluation measures
- cost sensitive
- multi class classification
- support vector machine
- multi label
- generalization error
- ensemble methods
- class imbalance
- prediction accuracy
- precision and recall
- semi supervised learning
- training examples
- density function
- upper bound