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Related Questions
- How does the acquisition function adapt to changes in the search space, such as the introduction of new variables or constraints?
- Under what conditions does the acquisition function favor exploration over exploitation, and vice versa?
- Can you describe the relationship between the acquisition function's exploration-exploitation trade-off and the concept of uncertainty in the search space?
- How does the acquisition function balance the trade-off between exploring new areas of the search space and exploiting areas with high reward potential?
- What are some common techniques used to update the acquisition function in response to changes in the search space?
- Can you discuss the impact of the acquisition function's exploration-exploitation trade-off on the overall performance of the optimization algorithm?
- How does the acquisition function handle changes in the search space that result in a shift in the optimal solution?
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