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Related Questions
- How does epistemic uncertainty influence the acquisition function's ability to balance exploration and exploitation in Bayesian optimization?
- Can you elaborate on the relationship between epistemic uncertainty and the exploration-exploitation trade-off in Bayesian optimization?
- In what ways does epistemic uncertainty impact the decision-making process in Bayesian optimization, particularly in terms of exploration and exploitation?
- How does the acquisition function adapt to changes in epistemic uncertainty, and what are the implications for the exploration-exploitation trade-off?
- Can you provide examples of how epistemic uncertainty affects the acquisition function's performance in different scenarios, such as high-dimensional or noisy objective functions?
- How does the acquisition function's sensitivity to epistemic uncertainty impact the overall efficiency of Bayesian optimization?
- What are some strategies for mitigating the impact of epistemic uncertainty on the acquisition function and improving the exploration-exploitation trade-off in Bayesian optimization?
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