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Related Questions
- How does class imbalance affect the performance of uncertainty sampling in machine learning?
- Can you explain the concept of weighted uncertainty sampling and how it addresses class imbalance?
- What are some common techniques used to modify uncertainty sampling for class imbalance in imbalanced datasets?
- How does the choice of sampling strategy impact the performance of uncertainty sampling in class-imbalanced datasets?
- Can you discuss the trade-offs between different sampling strategies for uncertainty sampling in class-imbalanced datasets?
- What are some real-world applications where uncertainty sampling with class imbalance has been successfully applied?
- How can we evaluate the effectiveness of modified uncertainty sampling for class imbalance in real-world scenarios?
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