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Related Questions
- What are some common strategies for adapting Bayesian optimization to handle noisy objective functions?
- How does the presence of noise in the objective function affect the convergence of Bayesian optimization algorithms?
- Can you discuss the relationship between the noise level in the objective function and the choice of acquisition function in Bayesian optimization?
- What are some ways to quantify the noise in the objective function, and how does this impact the design of the optimization process?
- How can Bayesian optimization be used to handle noisy objective functions with multiple local optima?
- What are some common methods for handling noise in the objective function in Bayesian optimization, such as using robust optimization or regularization techniques?
- Can you explain how to use Bayesian optimization to handle noisy objective functions in high-dimensional search spaces?
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