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Related Questions
- How do probabilistic models in Bayesian optimization affect the balance between exploration and exploitation in the acquisition function?
- Can you explain the relationship between probabilistic models in Bayesian optimization and the concept of epistemic uncertainty?
- In Bayesian optimization, how do probabilistic models impact the selection of the next point to evaluate in the acquisition function?
- What is the role of probabilistic models in Bayesian optimization in determining the trade-off between exploration and exploitation in the objective function?
- How do probabilistic models in Bayesian optimization influence the optimization process when dealing with high-dimensional search spaces?
- Can you discuss the impact of probabilistic models on the acquisition function in Bayesian optimization, particularly in terms of balancing exploration and exploitation?
- In Bayesian optimization, how do probabilistic models help to quantify the uncertainty associated with the objective function, and how does this affect the exploration-exploitation trade-off?
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