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After CUML random forest is fitted, one can use the explainer to get Shapley:
https://docs.rapids.ai/api/cuml/stable/api.html#cuml.explainer.PermutationExplainer
As:
```
from cuml.ex…
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Hi, I am trying to do the cox survival model’s interpretability with Shap, so I want to mimic what was done for the nhanesi dataset provided by the official doc.
![image](https://user-images.githubus…
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**3. Project proposal: reasoning**
Comments
What sort of EDA will you do? What types of plots? Why? Any hypothesizes?
What about class balance? There could be an imbalance in the classes, in which …
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Hello,
I am unable to get the test_fishtaco.py file to work... I installed version 1.1.6 and followed the install instructions at https://borenstein-lab.github.io/fishtaco/installation.html . I get …
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Hi all, I am working on a binary classification problem, using xgboost.
Once I trained my model, on X_train, I do the following line to get the SHAP model "trained" as well :
`tree_shap_explainer …
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It would be nice to have some integrated tools for model inspection and feature importance (FI). Below are some links to resources and what's available in scikit learn.
Scikit learn exposes a numbe…
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- Could you please comment on feature importance. What did you learn from them? Were they all needed? How do you establish feature importance? How is the subsequent work affected by this?
- Have you …
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Hi,
When I ran **shap_arr = explainer.shap_values(test_X)**, I got the error message:
RuntimeError: The size of tensor a (6998) must match the size of tensor b (3499) at non-singleton dimension 1…
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# Mathematical background
I believe we can use Sobol' indices when the inputs are independently distributed.
Note that neither the first-order effects nor the total effects sum to any constant, bu…
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Hello,
I have a question about using SHAP values if the threshold for usage (e.g., getting offered a loan based on a model score) is below the average value of default. Specifically, how do you int…