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Related Questions
- How do Bayesian optimization and random search balance exploration and exploitation in the optimization process?
- What are the key differences in the exploration-exploitation trade-off between Bayesian optimization and random search in high-dimensional spaces?
- How does the choice of acquisition function in Bayesian optimization impact the trade-off between exploration and exploitation?
- Can you compare the exploration-exploitation trade-off in Bayesian optimization and random search when dealing with noisy objective functions?
- How do the computational resources required for Bayesian optimization and random search impact the exploration-exploitation trade-off?
- What are the implications of the exploration-exploitation trade-off on the convergence and generalization performance of Bayesian optimization and random search?
- How do the hyperparameters of Bayesian optimization, such as the learning rate and kernel width, affect the exploration-exploitation trade-off?
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