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Related Questions
- What are the key differences between exploration and exploitation in Bayesian optimization?
- Can you provide an example of a noisy objective function where exploration is necessary to avoid local optima?
- How does the trade-off between exploration and exploitation affect the convergence rate in Bayesian optimization?
- What is the role of the acquisition function in balancing exploration and exploitation in Bayesian optimization?
- Can you describe a scenario where a Bayesian optimization algorithm needs to balance exploration and exploitation to find the global optimum?
- How does the choice of exploration-exploitation strategy impact the robustness of the Bayesian optimization algorithm?
- What are some common techniques used to balance exploration and exploitation in Bayesian optimization, such as entropy search or probability of improvement?
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