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Jun, 2018
阶段安全的高斯过程贝叶斯优化
Stagewise Safe Bayesian Optimization with Gaussian Processes
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Yanan Sui, Vincent Zhuang, Joel W. Burdick, Yisong Yue
TL;DR
本研究针对优化未知效用函数的绝对或偏好反馈时的安全性约束问题,提出了一种有效的安全贝叶斯优化算法 StageOpt,并通过理论和临床实验验证了 StageOpt 在扩展安全区域和最大化效用函数两个阶段上的高效性和效果优于现有方法的特点。
Abstract
Enforcing safety is a key aspect of many problems pertaining to
sequential decision making
under
uncertainty
, which require the decisions made at every step to be both informative of the optimal decision and also
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