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Related Questions
- What are the common acquisition functions used in Bayesian optimization and how do they handle noise and uncertainty in the objective function?
- Can you explain the relationship between the choice of acquisition function and the exploration-exploitation trade-off in Bayesian optimization?
- How does the acquisition function affect the robustness of Bayesian optimization to outliers and noisy data?
- What are the implications of choosing a different acquisition function on the convergence rate of Bayesian optimization?
- Can you compare and contrast the performance of different acquisition functions in terms of robustness to noise and uncertainty?
- How does the choice of acquisition function impact the interpretability of the results in Bayesian optimization?
- What are the limitations of using a specific acquisition function in Bayesian optimization and how can they be addressed?
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