How Can the AUC-ROC Curve be Improved for Cancer Detection?
To address its limitations, researchers can use alternative metrics alongside the AUC-ROC curve. For example, the Precision-Recall (PR) curve is more informative in cases of imbalanced datasets. Additionally, incorporating domain-specific knowledge and cost-sensitive learning algorithms can enhance the evaluation process.
