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Related Questions
- What are the key differences between uncertainty estimation methods in Bayesian optimization, and how do they impact the selection of acquisition functions?
- Can you explain how epistemic uncertainty affects the exploration-exploitation trade-off in Bayesian optimization?
- How does the choice of acquisition function impact the convergence rate of Bayesian optimization in the presence of epistemic uncertainty?
- What are the implications of epistemic uncertainty on the informativeness of the next sample in Bayesian optimization?
- How does epistemic uncertainty influence the selection of the next input in Bayesian optimization?
- What are the effects of epistemic uncertainty on the convergence of Bayesian optimization algorithms?
- Can you discuss the relationship between epistemic uncertainty and the marginal value of information in Bayesian optimization?
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