Nov, 2022
传统机器学习模型解释方法比较 Part 2:量化模型解释可信度及通过降维改善
Comparing Explanation Methods for Traditional Machine Learning Models Part 2: Quantifying Model Explainability Faithfulness and Improvements with Dimensionality Reduction
Montgomery Flora, Corey Potvin, Amy McGovern, Shawn Handler
TL;DR本研究评估了多种特征排序方法的忠实度,并量化了限制相关特征对解释能力提高的影响,发现促进特征解释的方法在特征相关性降低后最具忠实度。