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Related Questions
- What are the limitations of fixed-budget Bayesian optimization in exploring the entire search space?
- How does a dynamic budget approach enable more efficient exploration of the search space compared to a fixed budget?
- Can you provide an example scenario where a dynamic budget approach would be more suitable than a fixed budget in Bayesian optimization?
- What are the potential pitfalls of implementing a dynamic budget approach in practice?
- How does the choice of budget allocation strategy impact the performance of Bayesian optimization?
- What are the differences in convergence rates between fixed-budget and dynamic-budget Bayesian optimization?
- Can you discuss the trade-offs between exploration and exploitation in Bayesian optimization under different budget settings?
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