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Related Questions
- How do surrogate models influence the balance between exploration and exploitation in Bayesian optimization?
- Can you explain the impact of surrogate model choice on the trade-off between exploration and exploitation in Bayesian optimization?
- How does the use of surrogate models affect the trade-off between exploring new regions and exploiting known optima in Bayesian optimization?
- What are the implications of using different types of surrogate models on the exploration-exploitation trade-off in Bayesian optimization?
- Can you discuss the role of surrogate models in balancing exploration and exploitation in Bayesian optimization, particularly in high-dimensional spaces?
- How do surrogate models impact the exploration-exploitation trade-off in Bayesian optimization when dealing with noisy or expensive-to-evaluate objective functions?
- What are some strategies for adapting surrogate models to balance exploration and exploitation in Bayesian optimization, particularly in dynamic or non-stationary environments?
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