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Related Questions
- How does the acquisition function balance exploration and exploitation in Bayesian optimization?
- Can you explain the impact of the acquisition function on the convergence rate of Bayesian optimization?
- How does the acquisition function handle high-dimensional search spaces in Bayesian optimization?
- What are the common types of acquisition functions used in Bayesian optimization and their characteristics?
- How does the acquisition function affect the robustness of Bayesian optimization to non-stationarity in the objective function?
- Can you discuss the relationship between the acquisition function and the choice of surrogate model in Bayesian optimization?
- How does the acquisition function impact the computational cost of Bayesian optimization in terms of the number of function evaluations?
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