BriefGPT.xyz
Mar, 2020
重生树集成
Born-Again Tree Ensembles
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Thibaut Vidal, Toni Pacheco, Maximilian Schiffer
TL;DR
本研究旨在解决决策树集成在多领域应用时造成的可解释性下降，提出了Born-Again树集成的方法，通过动态规划算法生成出在实际数据集上表现优异的Born-Again树模型，以在不牺牲分类器性能的前提下获得更高的可解释性。
Abstract
The use of
machine learning
algorithms in finance, medicine, and criminal justice can deeply impact human lives. As a consequence, research into interpretable
machine learning
has rapidly grown in an attempt to b
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