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Related Questions
- What is the theoretical basis for the relationship between query count and uncertainty estimates in query-by-committee methods?
- How does the number of queries affect the diversity of opinions among the committee members?
- Can you provide examples or case studies illustrating the trade-off between query count and uncertainty estimate accuracy?
- What are some potential drawbacks or limitations of query-by-committee methods with respect to uncertainty estimates as query count increases?
- How does the performance of query-by-committee methods with respect to uncertainty estimates compare to other ensembling methods, such as bagging or boosting?
- What are some strategies for adaptively controlling the number of queries based on the uncertainty estimates in query-by-committee methods?
- Can you discuss the relationship between query count and the computational cost of query-by-committee methods, particularly in high-dimensional or large-scale applications?
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