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Related Questions
- How do probabilistic models in Bayesian optimization account for uncertainty in the objective function?
- Can you explain the role of noise in the objective function in Bayesian optimization and how it is handled?
- How do Bayesian optimization algorithms, such as GP-UCB or EI, handle uncertainty and noise in the objective function?
- What is the impact of noise in the objective function on the convergence of Bayesian optimization algorithms?
- How do probabilistic models in Bayesian optimization balance exploration and exploitation when dealing with uncertain and noisy objective functions?
- Can you discuss the relationship between the noise level in the objective function and the choice of acquisition function in Bayesian optimization?
- How do Bayesian optimization algorithms adapt to changes in the objective function that are caused by noise or uncertainty?
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