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Related Questions
- How does the choice of probability distribution in Bayesian optimization impact the trade-off between exploration and exploitation?
- What are the key differences in exploration-exploitation trade-off between using a Gaussian Process and a random forest in Bayesian optimization?
- Can you provide examples of scenarios where a Gaussian Process or a random forest might be more suitable for Bayesian optimization based on the exploration-exploitation trade-off?
- How does the uncertainty estimate from the probability distribution affect the exploration-exploitation trade-off in Bayesian optimization?
- Are there any hyperparameters in Gaussian Process or random forest that can be tuned to adjust the exploration-exploitation trade-off?
- Can you discuss the role of exploration and exploitation in Bayesian optimization and how it relates to the objective function being optimized?
- How does the dimensionality of the search space impact the exploration-exploitation trade-off in Bayesian optimization when using different probability distributions?
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