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Related Questions
- What are the key factors to consider when selecting an acquisition function for Bayesian optimization in a complex optimization problem?
- How does the choice of acquisition function affect the exploration-exploitation trade-off in Bayesian optimization?
- Can you provide examples of acquisition functions that perform well in high-dimensional optimization problems?
- How does the acquisition function impact the convergence rate of Bayesian optimization in different problem domains?
- What are the advantages and disadvantages of using entropy-based acquisition functions in Bayesian optimization?
- How does the choice of acquisition function influence the robustness of Bayesian optimization to noise and uncertainty in the objective function?
- Can you discuss the relationship between the acquisition function and the choice of surrogate model in Bayesian optimization?
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