vkola-lab / ncomms2022

Multimodal deep learning for Alzheimer's disease dementia assessment
MIT License
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shap analysis issues #8

Closed Yueup closed 1 year ago

Yueup commented 1 year ago

Hi, I just got ideas from your paper and code: i used my own model which accepts two modality image mri and pet to perform model_wrappers in your code. And I got nice AUC、PR curves, but when i started to do shap analysis, the shap_values array constains a lots of zero. This is my first time using shap analysis, so I want to know what causes such problems. looking forward to your reply!

您好,受了您的论文和代码启发之后,我尝试自己构建的模型使用MRI与PET两种模态影像联合诊断疾病阶段,在ROC与PR结果方面表现很好,但是我在进行shap分析生成于FigureTable/NeuroPathRegions/shap_csvfiles中的csv文件包含了很多0值,这导致我在后续进行您代码中FigureTable/brainNetwork时出现了问题*,所以我想知道在模型表现优异的情况下,shap分析得到的结果不理想的原因是什么。 期待您的回复!

Yueup commented 1 year ago

I've solved the problem, thank you