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Extending Interface to Incorporate Models in Statsmodels #35

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jluchman opened this issue Sep 17, 2023 · 2 comments
Open

Extending Interface to Incorporate Models in Statsmodels #35

jluchman opened this issue Sep 17, 2023 · 2 comments

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@jluchman
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Hi @dominance-analysis!

I am a fellow dominance analysis software developer who has mostly focused, to date, on the Stata and R software. I've been interested in your project for some time and wanted to approach you all to see if you were interested in collaborating to extend dominance-analysis' interface to generalize it in an effort to be able to incorporate most models in the statsmodels package.

Broadly, what I would propose is incorporating something like the domir R package's R formula based approach that uses a formula interface to select subsets of features but using the patsy formula structure for which many models in Statsmodels have an API.

I anticipate it would be a reasonably straightforward extension of the domir function to patsy formulas for selecting features as an interface to statsmodels' formula API. From there, it would be a matter of incorporating the architecture you all have developed in this package to implement the dominance statistic computations and dominance designations.

I would be happy to expand more on what I am thinking if this suggestion for an extension of the capabilities of the package is unclear.

Look forward to hearing from you all!

@quintshekhar
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quintshekhar commented Sep 21, 2023 via email

@jluchman
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Hi Shashank,

Pleased to hear it and would be glad to join a call to talk all this over.

  • joe

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