https://terms-en.ai-term-hub.com/zh/tags/surrogate-models/Recent content in Surrogate Models on 中文AI术语词典Hugozh-cnSat, 18 Jul 2026 11:44:45 +0000https://terms-en.ai-term-hub.com/zh/terms/bayesian_optimization/Sat, 18 Jul 2026 11:08:51 +0000https://terms-en.ai-term-hub.com/zh/terms/bayesian_optimization/<h2 id="definition">Definition</h2> <p>贝叶斯优化使用概率代理模型（通常为高斯过程）来建模目标函数。它采用采集函数来平衡探索与利用，从而高效地找到最优参数配置。</p> <h3 id="summary">Summary</h3> <p>一种用于全局优化昂贵评估黑盒函数的顺序设计策略。</p> <h2 id="key-concepts">Key Concepts</h2> <ul> <li>代理模型</li> <li>采集函数</li> <li>探索与利用权衡</li> <li>黑盒优化</li> </ul> <h2 id="use-cases">Use Cases</h2> <ul> <li>深度学习模型的超参数调优</li> <li>科学实验设计的优化</li> <li>机器人控制参数调整</li> </ul> <h2 id="related-terms">Related Terms</h2> <ul> <li><a href="https://terms-en.ai-term-hub.com/en/terms/hyperparameter_tuning-%E8%B6%85%E5%8F%82%E6%95%B0%E8%B0%83%E4%BC%98/">hyperparameter_tuning (超参数调优)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/gaussian_processes-%E9%AB%98%E6%96%AF%E8%BF%87%E7%A8%8B/">gaussian_processes (高斯过程)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/acquisition_function-%E9%87%87%E9%9B%86%E5%87%BD%E6%95%B0/">acquisition_function (采集函数)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/grid_search-%E7%BD%91%E6%A0%BC%E6%90%9C%E7%B4%A2/">grid_search (网格搜索)</a></li> </ul>