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Related Questions
- What are the key differences between upper confidence bound (UCB) and probability of improvement (PI) acquisition functions in Bayesian optimization?
- How does the exploration-exploitation trade-off impact the selection of the acquisition function in Bayesian optimization?
- Can you explain the concept of exploration and exploitation in the context of Bayesian optimization?
- How does the choice of acquisition function affect the convergence rate of Bayesian optimization?
- What are the pros and cons of using a Gaussian process as the probabilistic surrogate model in Bayesian optimization?
- How does the exploration-exploitation trade-off relate to the concept of regret in Bayesian optimization?
- Can you compare and contrast the performance of different acquisition functions in Bayesian optimization for a specific problem?
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