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Related Questions
- Can you explain the concept of a surrogate model in Bayesian optimization?
- How does the acquisition function choose which points to sample next in Bayesian optimization?
- What is the purpose of using a probabilistic approach to modeling the objective function in Bayesian optimization?
- How does the acquisition function balance exploration and exploitation in Bayesian optimization?
- Can you discuss the relationship between the surrogate model and the acquisition function in Bayesian optimization?
- What are some common techniques used to design efficient acquisition functions in Bayesian optimization?
- How do different types of surrogate models (e.g., linear, quadratic, Gaussian process) impact the performance of the acquisition function?
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