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Related Questions
- How does epistemic uncertainty impact the exploration-exploitation trade-off in Bayesian optimization?
- Can you explain the relationship between epistemic uncertainty and the informativeness of the acquisition function in the context of noisy functions?
- How does the acquisition function balance the need for exploration and exploitation in the presence of high epistemic uncertainty?
- What is the effect of epistemic uncertainty on the convergence rate of Bayesian optimization algorithms?
- Can you discuss the relationship between epistemic uncertainty and the choice of acquisition function in Bayesian optimization?
- How does the informativeness of the acquisition function change as the epistemic uncertainty increases in Bayesian optimization?
- What are the implications of epistemic uncertainty on the design of acquisition functions for Bayesian optimization?
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