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Related Questions
- What is the trade-off between exploration and exploitation in Bayesian optimization, and how does the acquisition function influence this trade-off?
- How does the choice of acquisition function in Bayesian optimization impact the convergence rate of the algorithm?
- Can you explain the relationship between the acquisition function and the variance of the Bayesian optimization algorithm?
- How does the acquisition function affect the number of function evaluations required to reach a target objective value in Bayesian optimization?
- What are the computational advantages and disadvantages of using different acquisition functions in Bayesian optimization?
- Can you compare the performance of different acquisition functions in terms of their ability to balance exploration and exploitation in Bayesian optimization?
- How does the choice of acquisition function impact the scalability of Bayesian optimization to high-dimensional search spaces?
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