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Related Questions
- How does the use of surrogate models in Bayesian optimization impact the trade-off between exploration and exploitation?
- Can you elaborate on the overhead of maintaining and updating the surrogate models in Bayesian optimization?
- How does the choice of surrogate model architecture influence the computational complexity of Bayesian optimization?
- In what scenarios does the use of surrogate models lead to significant reductions in computational complexity in Bayesian optimization?
- How does the dimensionality of the search space affect the computational complexity of Bayesian optimization with surrogate models?
- Can you discuss the impact of surrogate model accuracy on the overall computational complexity of Bayesian optimization?
- How does the use of gradient-based optimization methods with surrogate models affect the computational complexity of Bayesian optimization?
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