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Related Questions
- How does epistemic uncertainty affect the choice of exploration-exploitation strategy in Bayesian optimization?
- Can you provide a numerical example of how the UCB (Upper Confidence Bound) algorithm handles epistemic uncertainty?
- In what ways does epistemic uncertainty influence the trade-off between exploration and exploitation in Bayesian optimization?
- How does the variance of the posterior distribution contribute to the exploration-exploitation trade-off in Bayesian optimization?
- What is the impact of epistemic uncertainty on the expected regret in a Bayesian optimization problem?
- Can you illustrate the effect of epistemic uncertainty on the performance of a Bayesian optimization algorithm using a simple numerical example?
- How does the choice of acquisition function in Bayesian optimization affect the exploration-exploitation trade-off in the presence of epistemic uncertainty?
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