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Related Questions
- What are the common causes of slow acquisition functions in Bayesian optimization, and how do they affect the optimization process?
- How does the choice of acquisition function impact the trade-off between exploration and exploitation in Bayesian optimization?
- Can you explain the concept of 'eluder dimension' and its relation to the complexity of acquisition functions in Bayesian optimization?
- What are some strategies for reducing the computational cost of acquisition functions in Bayesian optimization, such as using surrogate models or approximations?
- How does the choice of kernel or covariance function affect the performance of Bayesian optimization with a time-consuming acquisition function?
- Can you discuss the impact of acquisition function on the convergence rate of Bayesian optimization, and how to improve it?
- What are some common pitfalls to avoid when designing acquisition functions for Bayesian optimization, and how to mitigate their effects?
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