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Related Questions
- What is the purpose of budget allocation in Bayesian optimization, and how does it impact the search process?
- Can you explain the relationship between budget allocation and the trade-off between exploration and exploitation in Bayesian optimization?
- How does the choice of budget allocation strategy influence the balance between exploring new regions of the search space and exploiting known promising areas?
- What are some common budget allocation strategies used in Bayesian optimization, and what are their strengths and weaknesses?
- How does the budget allocation strategy affect the convergence rate and accuracy of the Bayesian optimization algorithm?
- Can you provide examples of scenarios where a more aggressive budget allocation strategy might be beneficial, and scenarios where a more conservative strategy is preferred?
- How can the budget allocation strategy be tuned or adaptively adjusted during the optimization process to achieve better results?
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