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Overlap Group Lasso Classification ? #101

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joannagiemza opened this issue Sep 1, 2023 · 1 comment
Open

Overlap Group Lasso Classification ? #101

joannagiemza opened this issue Sep 1, 2023 · 1 comment
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enhancement New feature or request

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@joannagiemza
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Is your feature request related to a problem? Please describe.
I have started using your library because I wanted to move my Overlap Group Lasso model from R (grpregOverlap library) to python. However, I more often need to do classification than regression, I am not sure it is possible at the moment with sparse-lm

Describe the solution you'd like
OverlapGroupLassoClassifier

Describe alternatives you've considered
I am not aware of other python libraries doing that and rpy2 was a pain to use. If you know python alternatives, let me know

@joannagiemza joannagiemza added the enhancement New feature or request label Sep 1, 2023
@lbluque
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lbluque commented Sep 12, 2023

Hi @joannagiemza 👋 You are right that our current implementation only supports regression. Unfortunately, I don't know of other Python libraries that support OGL for classification.

Additionally, although our OGL implementation works correctly, it is not the most efficient implementation, since it scales poorly with the degree of overlap (at some point I will re-implement).

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