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Related Questions
- What is the difference between single-objective and multi-objective Bayesian optimization?
- How does Bayesian optimization handle conflicting objectives, such as maximizing profit and minimizing cost?
- Can you explain the concept of Pareto optimality in Bayesian optimization and how it applies to multi-objective problems?
- What are some common techniques used to handle conflicting objectives in Bayesian optimization, such as Pareto front approximation or weighted sum methods?
- How does Bayesian optimization balance exploration and exploitation when dealing with multiple objectives?
- Can you discuss the role of surrogate models in Bayesian optimization when handling multiple objectives?
- What are some challenges and limitations of Bayesian optimization when dealing with conflicting objectives, and how can they be addressed?
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