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Related Questions
- What is the role of the acquisition function in Bayesian optimization?
- How do different acquisition functions affect the exploration-exploitation trade-off in Bayesian optimization?
- Can you explain the relationship between the choice of acquisition function and the convergence rate of Bayesian optimization?
- How do expected improvement (EI) and probability of improvement (PI) acquisition functions compare in terms of convergence rate?
- What are some common acquisition functions used in Bayesian optimization and how do they impact convergence rate?
- How does the acquisition function impact the number of function evaluations required for convergence in Bayesian optimization?
- Can you provide an example of how a poorly chosen acquisition function can lead to slow convergence in Bayesian optimization?
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