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Related Questions
- What are some real-world applications of Bayesian optimization that involve high epistemic uncertainty?
- How does the ELI5 algorithm handle high epistemic uncertainty in Bayesian optimization?
- Can you explain the difference between epistemic and aleatoric uncertainty in the context of Bayesian optimization?
- In what scenarios is high epistemic uncertainty useful for Bayesian optimization, and how is it exploited?
- How does the uncertainty budget affect the exploration-exploitation trade-off in Bayesian optimization with high epistemic uncertainty?
- Can you describe a scenario where maximizing entropy leads to increased exploration in a Bayesian optimization problem with high epistemic uncertainty?
- How do Bayesian optimization algorithms like Expected Improvement and Upper Confidence Bound handle high epistemic uncertainty?
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