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[FEATURE]: Add New Shap features into estimators #140

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amirhessam88 opened this issue Sep 14, 2022 · 4 comments
Open

[FEATURE]: Add New Shap features into estimators #140

amirhessam88 opened this issue Sep 14, 2022 · 4 comments
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backlog Backlog enhancement New feature or request

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@amirhessam88
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Describe the feature you are interested in ...

Shap has added multiple functionalities including lime wrappers. These features can be easily added to the API.
https://shap.readthedocs.io/en/latest/api.html#plots

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@amirhessam88 amirhessam88 added the enhancement New feature or request label Sep 14, 2022
@junaid1990
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Sir. I want to ask. How Can we visualize bar plot
Represents normalized mean absolute SHAP value across all the folds for the RF, GB, and XGB model training.
Or interpret the comparison of different models at a single bar / shap dependence / summary plots?
I have shared some examples

@junaid1990
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Uploading Screenshot_20221212-024328_Adobe Acrobat.jpg…

@junaid1990
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Screenshot_20221212-023553_Chrome

@amirhessam88
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amirhessam88 commented Dec 12, 2022 •
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Hey @junaid1990
Each model would have its own shap values calculated independently. Therefore, I am not sure how you can differentiate between the values among them? I have done similar things for multi-label classification tho. please checkout this paper

@amirhessam88 amirhessam88 added the backlog Backlog label Dec 21, 2022
@amirhessam88 amirhessam88 moved this to 📋 Backlog in SlickML Task Board Dec 21, 2022
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backlog Backlog enhancement New feature or request
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@eitanlees @nicholasjma @mkohram @Tsmith5151 @amirhessam88 @b-mohebali @junaid1990