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Jan, 2024
SMOOTHIE:软件分析的超参数优化理论
SMOOTHIE: A Theory of Hyper-parameter Optimization for Software Analytics
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Rahul Yedida, Tim Menzies
TL;DR
该研究论文介绍了一个名为SMOOTHIE的新型超参数优化器,通过考虑‘平滑性’指导其优化过程,并在多个软件分析任务中进行了实验验证,结果表明SMOOTHIE在性能上优于现有的优化器,并且运行速度比之前的最新技术快300%。
Abstract
hyper-parameter optimization
is the black art of tuning a learner's control parameters. In
software analytics
, a repeated result is that such tuning can result in dramatic performance improvements. Despite this,
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