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Related Questions
- Can surrogate models be used to adaptively select the next point to evaluate in Bayesian optimization?
- How does the choice of surrogate model impact the performance of Bayesian optimization?
- What are some common surrogate models used in Bayesian optimization and their advantages?
- Can you explain the concept of uncertainty estimation in Bayesian optimization and its role in selecting the next point to evaluate?
- How does the dimensionality of the search space affect the choice of surrogate model in Bayesian optimization?
- Can you discuss the trade-off between exploration and exploitation in Bayesian optimization and how surrogate models can help?
- What are some techniques for updating the surrogate model as new data becomes available in Bayesian optimization?
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