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Related Questions
- What are the primary computational costs associated with uncertainty estimation in uncertainty sampling?
- How does the choice of uncertainty estimation method impact the trade-off between computational cost and accuracy of uncertainty estimates?
- Can you explain how the size of the candidate set affects the trade-off between computational cost and the accuracy of uncertainty estimates?
- How can we balance the need for accurate uncertainty estimates with the computational cost of computing uncertainty estimates in real-time scenarios?
- In what situations is it preferable to prioritize computational efficiency over the accuracy of uncertainty estimates, and vice versa?
- Can you discuss the relationship between uncertainty estimation methods and the sample complexity of the problem, and how this affects the trade-off between computational cost and accuracy?
- How can we use visualization techniques to understand the relationships between uncertainty estimates, computational cost, and accuracy in different scenarios?
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