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Related Questions
- How do probabilistic surrogate models mitigate the effects of the curse of dimensionality in Bayesian optimization?
- Can you explain the concept of dimensionality curse and how probabilistic surrogate models help alleviate it?
- What are some common probabilistic surrogate models used in Bayesian optimization to address the curse of dimensionality?
- How do probabilistic surrogate models balance exploration and exploitation in high-dimensional search spaces?
- What are the advantages of using probabilistic surrogate models over other methods for addressing the curse of dimensionality?
- Can probabilistic surrogate models be used in conjunction with other techniques to further improve Bayesian optimization performance?
- What are some challenges and limitations of using probabilistic surrogate models in Bayesian optimization, particularly in high-dimensional spaces?
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