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Related Questions
- What are the key components of an acquisition function in Bayesian optimization?
- How does the acquisition function balance exploration and exploitation in a search space?
- What are the different types of acquisition functions used in Bayesian optimization, and their respective strengths and weaknesses?
- Can you explain the concept of 'exploration-exploitation trade-off' in the context of Bayesian optimization?
- How does the acquisition function adapt to changing objective functions or noise levels in the search space?
- What are some common pitfalls or challenges in designing an effective acquisition function for Bayesian optimization?
- Can you describe the relationship between the acquisition function and the underlying probability model used in Bayesian optimization?
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