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Related Questions
- How do I determine the optimal budget allocation for a Bayesian optimization problem with multiple objective functions?
- What are the trade-offs between exploration and exploitation in Bayesian optimization, and how do they impact budget allocation?
- Can you explain the concept of 'budget scaling' in Bayesian optimization and how it relates to problem complexity?
- How can I use historical data to inform my budget allocation in Bayesian optimization for noisy objective functions?
- What are some common pitfalls to avoid when choosing a budget type for Bayesian optimization in high-dimensional search spaces?
- Can you walk me through the process of estimating the required budget for a Bayesian optimization problem with a large number of hyperparameters?
- How do I handle budget constraints in Bayesian optimization when the objective function is expensive to evaluate?
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