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Related Questions
- What is the role of the acquisition function in Bayesian optimization and how does it balance exploration and exploitation?
- How does the choice of the probability distribution for the parameters affect the balance between exploration and exploitation in Bayesian optimization?
- What are the implications of using a Gaussian process as the surrogate model in Bayesian optimization, and how does it impact the exploration-exploitation trade-off?
- Can you explain the concept of 'elites' in Bayesian optimization and how it contributes to the exploration-exploitation balance?
- How does the learning rate of the acquisition function influence the trade-off between exploration and exploitation in Bayesian optimization?
- What are the differences between Bayesian optimization and random search in terms of exploration-exploitation balance?
- Can Bayesian optimization be used in conjunction with other optimization techniques to achieve a better balance between exploration and exploitation?
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