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Related Questions
- What is the difference between a surrogate model and a surrogate function in Bayesian optimization?
- Can you provide examples of surrogate models used in Bayesian optimization, such as Gaussian processes or neural networks?
- How does the choice of surrogate model impact the performance of the acquisition function in Bayesian optimization?
- What is the role of the acquisition function in Bayesian optimization, and how does it interact with the surrogate model?
- How do Bayesian optimization algorithms balance exploration and exploitation using the acquisition function?
- Can you explain the concept of informativeness and uncertainty in the context of Bayesian optimization and surrogate models?
- How do surrogate models handle high-dimensional or complex function spaces in Bayesian optimization?
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