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Related Questions
- How does Bayesian optimization use Gaussian processes to model the objective function?
- What are the common noise models used in Bayesian optimization to handle noisy objective functions?
- Can you explain how Bayesian optimization uses probabilistic programming to handle noisy objective functions?
- How does Bayesian optimization use acquisition functions to balance exploration and exploitation in noisy environments?
- What is the role of uncertainty estimation in Bayesian optimization for handling noisy objective functions?
- Can you discuss the trade-offs between exploration and exploitation in Bayesian optimization for noisy objective functions?
- How does Bayesian optimization handle high-dimensional noisy objective functions using techniques like dimensionality reduction or surrogate models?
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