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Related Questions
- Can you explain how the selection of a surrogate model influences the exploration-exploitation trade-off in Bayesian optimization?
- How does the choice of surrogate model affect the balance between exploration and exploitation in Bayesian optimization?
- What surrogate models are commonly used in Bayesian optimization, and how do they impact the exploration-exploitation trade-off?
- Can you discuss the relationship between surrogate model complexity and the exploration-exploitation trade-off in Bayesian optimization?
- How does the choice of surrogate model influence the optimization process in terms of exploring the search space versus exploiting known good solutions?
- Can you compare and contrast the performance of different surrogate models in Bayesian optimization, specifically in terms of exploration-exploitation trade-off?
- What are some best practices for selecting a suitable surrogate model in Bayesian optimization, taking into account the exploration-exploitation trade-off?
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