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Related Questions
- What is the difference between entropy-based and probability-based acquisition functions in Bayesian optimization?
- Can you provide an example of the Expected Improvement (EI) acquisition function and its application in a real-world scenario?
- How does the Probability of Improvement (PI) acquisition function compare to EI in terms of exploration-exploitation trade-off?
- What is the role of entropy in the Upper Confidence Bound (UCB) acquisition function, and how does it balance exploration and exploitation?
- Can you explain the concept of entropy-based acquisition functions in the context of Bayesian optimization for hyperparameter tuning?
- How does the entropy-based acquisition function, such as EI or PI, handle high-dimensional search spaces in Bayesian optimization?
- Can you provide a comparison of entropy-based acquisition functions with other types of acquisition functions, such as probability-based or utility-based functions?
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