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Related Questions
- What is the key difference between Bayesian optimization and random search in terms of exploration-exploitation trade-off?
- Can you provide an example of a scenario where Bayesian optimization outperforms random search in terms of convergence speed?
- How does Bayesian optimization adapt to the objective function's shape and structure during the optimization process?
- What is the role of the acquisition function in Bayesian optimization and how does it impact the exploration-exploitation trade-off?
- Can you compare the computational efficiency of Bayesian optimization and random search for a given problem size?
- How does Bayesian optimization handle high-dimensional search spaces compared to random search?
- What is the relationship between the number of iterations and the convergence rate of Bayesian optimization versus random search?
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