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Related Questions
- What are the key differences between exploration and exploitation in Bayesian optimization?
- How does the choice of acquisition function impact the trade-off between exploration and exploitation in Bayesian optimization?
- Can you explain the concept of 'exploration-exploitation trade-off' in the context of Bayesian optimization and its importance?
- How does the budget type (e.g. fixed budget, adaptive budget) influence the exploration-exploitation trade-off in Bayesian optimization?
- What are some common strategies for balancing exploration and exploitation in Bayesian optimization, such as using a trade-off parameter or scheduling the acquisition function?
- Can you discuss the role of uncertainty estimation in the exploration-exploitation trade-off in Bayesian optimization, and how it affects the choice of acquisition function?
- How does the dimensionality of the search space impact the exploration-exploitation trade-off in Bayesian optimization, and what are some strategies for dealing with high-dimensional spaces?
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