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Related Questions
- How do Bayesian optimization and random search balance exploration and exploitation in their search processes?
- What are the key factors that influence the convergence rates of Bayesian optimization and random search in terms of exploration-exploitation trade-off?
- Can you provide a mathematical formulation to compare the exploration-exploitation trade-off of Bayesian optimization and random search?
- How does the choice of acquisition function in Bayesian optimization impact the exploration-exploitation trade-off?
- What are the implications of the exploration-exploitation trade-off on the convergence rates of Bayesian optimization and random search in high-dimensional search spaces?
- How do Bayesian optimization and random search handle the exploration-exploitation dilemma in the presence of noisy objective functions?
- What are some common heuristics used in Bayesian optimization to mitigate the exploration-exploitation trade-off and improve convergence rates?
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