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Related Questions
- What are the key characteristics of EI acquisition function in Bayesian optimization?
- How does EI acquisition function balance exploration and exploitation?
- What are the main differences between EI and PI acquisition functions in Bayesian optimization?
- Can you provide an example of when to use EI acquisition function over PI?
- How does EI acquisition function handle noisy or expensive function evaluations?
- What are the advantages of using EI acquisition function in high-dimensional search spaces?
- Can you explain the relationship between EI acquisition function and the underlying probability distribution of the objective function?
- How does EI acquisition function compare to other acquisition functions like UCB and TS in terms of performance and complexity?
- What are the limitations of EI acquisition function in handling non-convex objective functions?
- Can you provide a step-by-step example of implementing EI acquisition function in a Bayesian optimization algorithm?
- How does EI acquisition function handle multi-modal objective functions?
- What are the implications of using EI acquisition function on the convergence rate of Bayesian optimization algorithms?
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