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Related Questions
- What is the exploration-exploitation trade-off in Bayesian optimization and how does it relate to the concept of epistemic uncertainty?
- Can you explain how epistemic uncertainty affects the trade-off between exploration and exploitation in Bayesian optimization?
- How does the exploration-exploitation trade-off impact the performance of Bayesian optimization algorithms in high-dimensional spaces?
- What are some common methods used to balance the exploration-exploitation trade-off in Bayesian optimization, and how do they relate to epistemic uncertainty?
- Can you discuss the relationship between epistemic uncertainty and the convergence of Bayesian optimization algorithms?
- How does the exploration-exploitation trade-off influence the choice of acquisition functions in Bayesian optimization, and what role does epistemic uncertainty play in this choice?
- Can you provide an example of how epistemic uncertainty affects the exploration-exploitation trade-off in a real-world Bayesian optimization problem?
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