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Related Questions
- What is class imbalance and how does it impact the performance of machine learning models?
- How does class imbalance affect the accuracy of F1-score and AUC-ROC in binary classification problems?
- Can you explain the relationship between class imbalance and the trade-off between precision and recall in F1-score?
- How does the AUC-ROC curve change when the classes are imbalanced, and what does it indicate?
- Can you describe the impact of class imbalance on the performance of different machine learning algorithms, such as logistic regression and decision trees?
- How can class imbalance be addressed in machine learning models, and what are some common techniques used to handle it?
- What is the effect of class imbalance on the F1-score and AUC-ROC in multiclass classification problems, and how can it be mitigated?
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