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Related Questions
- What is the primary goal of budget allocation in Bayesian optimization, and how does it impact the search process?
- How does Bayesian optimization adapt to limited budget, and what strategies are employed to optimize resource usage?
- Can you explain the concept of regret in Bayesian optimization, and how is it related to budget allocation?
- What role do surrogate models play in Bayesian optimization, and how do they contribute to efficient budget allocation?
- How do surrogate models learn from the budget allocation process, and what techniques are used to update the model?
- Can you discuss the trade-off between exploration and exploitation in Bayesian optimization, and how budget allocation affects this trade-off?
- What are some common methods for budget allocation in Bayesian optimization, and how do they differ from one another?
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