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Related Questions
- How does a surrogate model's predictive accuracy impact the exploration-exploitation trade-off in Bayesian optimization?
- Can you explain the concept of 'overfitting' in the context of surrogate models in Bayesian optimization and its implications for exploration-exploitation trade-off?
- How does the choice of surrogate model affect the balance between exploration and exploitation in Bayesian optimization?
- What are the potential consequences of using a poor-quality surrogate model on the exploration-exploitation trade-off in Bayesian optimization?
- In Bayesian optimization, what is the role of the surrogate model in controlling the exploration-exploitation trade-off, and how does it influence the optimization process?
- Can you discuss the impact of surrogate model complexity on the exploration-exploitation trade-off in Bayesian optimization, and how to balance complexity and accuracy?
- How does the update frequency of the surrogate model affect the exploration-exploitation trade-off in Bayesian optimization, and what are the implications for the optimization process?
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