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Related Questions
- What are the key differences between various acquisition functions in Bayesian optimization, and how do they impact exploration-exploitation trade-offs?
- How does the choice of acquisition function influence the convergence rate of Bayesian optimization algorithms?
- Can you explain the relationship between the acquisition function and the underlying problem's objective function in Bayesian optimization?
- What are the implications of using different acquisition functions in high-dimensional search spaces?
- How does the acquisition function affect the robustness of Bayesian optimization to noisy or uncertain objective functions?
- Can you compare the performance of different acquisition functions in terms of their ability to balance exploration and exploitation?
- What are the computational costs associated with different acquisition functions, and how do they impact overall algorithm performance?
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