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Related Questions
- What are the key factors that influence the exploration-exploitation trade-off in Bayesian optimization?
- How does the choice of acquisition function affect the trade-off between exploration and exploitation in Bayesian optimization?
- What are the implications of a fixed budget on the optimal trade-off between exploration and exploitation in Bayesian optimization?
- Can you explain the concept of 'budget allocation' in the context of Bayesian optimization and how it relates to the trade-off between exploration and exploitation?
- How does the dimensionality of the search space impact the exploration-exploitation trade-off in Bayesian optimization, especially under a fixed budget?
- What strategies can be employed to adaptively allocate the budget across multiple evaluations in Bayesian optimization?
- Can you discuss the relationship between the fixed budget and the uncertainty of the objective function in Bayesian optimization?
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