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Related Questions
- What are the key differences between acquisition functions in Bayesian optimization, and how do they relate to budget types?
- How does the expected improvement (EI) acquisition function perform with a fixed budget, and what are its limitations?
- Can you explain the concept of 'budget' in Bayesian optimization, and how it affects the choice of acquisition function?
- How does the probability of improvement (PI) acquisition function handle different budget types, and what are its advantages?
- What is the impact of a time-consuming acquisition function on the overall performance of Bayesian optimization, and how can it be mitigated?
- Can you discuss the trade-off between exploration and exploitation in Bayesian optimization, and how budget type influences this trade-off?
- How do acquisition functions such as Thompson sampling and upper confidence bound (UCB) perform with different budget types, and what are their strengths and weaknesses?
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