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Related Questions
- What are the different types of surrogate models used in Bayesian optimization, and how do their complexities impact the optimization process?
- How does the choice of surrogate model affect the trade-off between exploration and exploitation in Bayesian optimization?
- Can you explain the concept of 'budget' in Bayesian optimization, and how it influences the selection of the surrogate model?
- How does the budget constraint impact the computational cost of Bayesian optimization, and what are the implications for the choice of surrogate model?
- What are some strategies for allocating the budget between the surrogate model and the acquisition function in Bayesian optimization?
- How does the choice of surrogate model affect the convergence rate of Bayesian optimization, and what role does the budget play in this process?
- Can you discuss the relationship between the budget and the dimensionality of the search space in Bayesian optimization, and how it affects the choice of surrogate model?
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