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Related Questions
- What are the key differences between Bayesian optimization and traditional optimization methods in handling noisy objective functions?
- How do you select the appropriate acquisition function for Bayesian optimization in high-dimensional search spaces?
- What are some common techniques used to alleviate the curse of dimensionality in Bayesian optimization?
- Can you explain the concept of surrogate models in Bayesian optimization and their role in handling noisy objective functions?
- How does Bayesian optimization handle multi-modal objective functions in high-dimensional search spaces?
- What are some strategies for efficiently sampling the search space in Bayesian optimization when dealing with noisy objective functions?
- Can you discuss the trade-off between exploration and exploitation in Bayesian optimization and how it relates to handling noisy objective functions?
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