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神经网络敏感性分析的度量工具【英文版】.pdf |
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英文标题:Metric Tools for Sensitivity Analysis with Applications to Neural Networks中文摘要:本文提出了一种理论框架,使用度量技术研究机器学习模型的灵敏度,从度量解释中提取出一种新的定量度量方法,称为 α 曲线,它提供了比文献中现有解释型人工智能方法更深入的有关机器学习模型输入变量重要性的信息。英文摘要:As Machine Learning models are considered for autonomous decisions withsignificant social impact, the need for understanding how these models workrises rapidly. Explainable Artificial Intelligence (XAI) aims to provideinterpretations for predictions made by Machine Learning models, in order tomake the model
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