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Related Questions
- What are the key differences between Bayesian optimization with and without surrogate models?
- How does the choice of surrogate model impact the convergence rate of Bayesian optimization?
- Can you explain the concept of 'budget' in Bayesian optimization and how surrogate models help optimize it?
- What are some common surrogate models used in Bayesian optimization and their respective strengths and weaknesses?
- How does the use of surrogate models affect the exploration-exploitation trade-off in Bayesian optimization?
- Can you discuss the role of surrogate models in handling high-dimensional search spaces in Bayesian optimization?
- What are some strategies for selecting the best surrogate model for a given problem in Bayesian optimization?
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