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Related Questions
- What are the key differences between acquisition functions used in Bayesian optimization, such as EI, UCB, and Thompson sampling?
- How does the acquisition function influence the trade-off between exploration and exploitation in Bayesian optimization?
- Can you explain the concept of exploration-exploitation trade-off in the context of Bayesian optimization and how acquisition functions address it?
- What are some common pitfalls or challenges in designing an effective acquisition function for Bayesian optimization?
- How does the choice of acquisition function impact the performance of Bayesian optimization in different problem domains?
- Can you provide examples of real-world applications where Bayesian optimization with different acquisition functions has been successfully applied?
- What are some recent advancements in acquisition function design for Bayesian optimization, and how do they improve the existing methods?
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