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Related Questions
- How does epistemic uncertainty influence the balance between exploration and exploitation in Bayesian optimization when using a Gaussian process as the surrogate model?
- Can you explain the impact of epistemic uncertainty on the acquisition function in Bayesian optimization, specifically how it affects the trade-off between exploration and exploitation?
- How does the incorporation of epistemic uncertainty in Bayesian optimization affect the exploration-exploitation trade-off when dealing with high-dimensional search spaces?
- In what ways does epistemic uncertainty influence the choice of the exploration-exploitation trade-off in Bayesian optimization for noisy objective functions?
- How does the balance between exploration and exploitation in Bayesian optimization change when epistemic uncertainty is incorporated into the model when using a discrete domain?
- Can you describe the relationship between epistemic uncertainty and the exploration-exploitation trade-off in Bayesian optimization when using a probabilistic model?
- What are the implications of epistemic uncertainty on the exploration-exploitation trade-off in Bayesian optimization when the model is not well-calibrated?
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