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Apr, 2023
树形Parzen估计器:理解算法组件及其作用,以提高实证表现
Tree-structured Parzen estimator: Understanding its algorithm components and their roles for better empirical performance
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Shuhei Watanabe
TL;DR
该研究提出使用树形 Parzen 估计器进行贝叶斯优化的超参数优化,对各种控制参数进行评估,推荐的设置可提高优化性能,并可从所提出的教程中获得更多信息。
Abstract
Recent advances in many domains require more and more complicated
experiment design
. Such complicated experiments often have many parameters, which necessitate
parameter tuning
.
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