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Related Questions
- How does the acquisition function impact the exploration-exploitation trade-off in Bayesian optimization?
- Can you explain the relationship between the acquisition function's shape and the objective function's convexity?
- How does the acquisition function handle noisy objective functions with varying noise levels?
- What are the implications of using a Gaussian process as the surrogate model for the acquisition function in Bayesian optimization?
- Can you discuss the impact of the acquisition function on the convergence rate of Bayesian optimization?
- How does the acquisition function influence the exploration of the search space in Bayesian optimization?
- What are the key differences between the Expected Improvement (EI) and the Probability of Improvement (PI) acquisition functions in terms of their behavior and performance?
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