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Related Questions
- What are the key factors that influence the choice of surrogate model in Bayesian optimization?
- How does the choice of surrogate model affect the exploration-exploitation trade-off in Bayesian optimization?
- Can you provide examples of surrogate models that are commonly used in Bayesian optimization and their respective strengths and weaknesses?
- How does the choice of surrogate model impact the convergence rate of Bayesian optimization in high-dimensional search spaces?
- What are the implications of using a Gaussian process as a surrogate model in Bayesian optimization, and how does it compare to other models?
- How does the choice of surrogate model affect the computational cost of Bayesian optimization?
- Can you discuss the role of surrogate models in handling noisy and uncertain objective functions in Bayesian optimization?
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