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Related Questions
- What is the exploration-exploitation trade-off in Bayesian optimization and how does it impact the search process?
- How does the concept of informativeness relate to the exploration-exploitation trade-off in Bayesian optimization?
- What role do acquisition functions play in balancing exploration and exploitation in Bayesian optimization?
- Can you explain how different types of acquisition functions, such as EI and PI, prioritize exploration and exploitation?
- How do the hyperparameters of acquisition functions, such as the exploration-exploitation trade-off parameter, influence the search process?
- What is the relationship between the informativeness of the acquisition function and the quality of the final solution?
- Can you discuss the challenges of tuning acquisition function hyperparameters to achieve an optimal balance between exploration and exploitation?
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