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Extracting feature importance #35

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bschilder opened this issue Jun 25, 2022 · 0 comments
Open

Extracting feature importance #35

bschilder opened this issue Jun 25, 2022 · 0 comments

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@bschilder
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Hello!,

How would I go about extracting feature importance scores from a trained GenoCAE model? Some methods I'd like to try out:

  1. Simply extract feature weights
  2. Compute SHAP scores (or something akin to it)

I think part of my issue is not being sure how to recontruct the model from the GenoCAE outputs, since I see the weights are all stored in weights subfolder but not sure how to import them.

As a side note, I'm more familiar with the format where the entire model (architecture, weights) is saved as one .h5 file. Is there a way to save GenoCAE models in this way?

Thanks so much!,
Brian

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