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Related Questions
- What are the key differences between popular acquisition functions in Bayesian optimization, such as Expected Improvement (EI) and Probability of Improvement (PI)?
- How does the choice of acquisition function impact the exploration-exploitation trade-off in Bayesian optimization?
- Can you explain the concept of 'infill' and 'probability of improvement' in the context of acquisition functions?
- How does the acquisition function influence the surrogate model's selection in multi-modal optimization problems?
- What are the implications of using a deterministic acquisition function versus a stochastic one in Bayesian optimization?
- Can you discuss the relationship between the acquisition function and the underlying objective function in Bayesian optimization?
- How does the choice of acquisition function affect the convergence rate of Bayesian optimization algorithms?
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