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Related Questions
- What is epistemic uncertainty and how does it relate to Bayesian optimization?
- How does epistemic uncertainty impact the exploration-exploitation trade-off in Bayesian optimization?
- Can you explain the relationship between epistemic uncertainty and the acquisition function in Bayesian optimization?
- How do different types of Bayesian optimization algorithms (e.g. GP-UCB, Thompson Sampling) handle epistemic uncertainty?
- What are some techniques for quantifying and modeling epistemic uncertainty in Bayesian optimization?
- How does epistemic uncertainty affect the convergence of Bayesian optimization algorithms?
- Can you provide an example of how epistemic uncertainty is used to guide the exploration-exploitation trade-off in a real-world Bayesian optimization application?
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