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Add Feature Groups to Imputers #305

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mmschlk opened this issue Jan 20, 2025 · 0 comments
Open

Add Feature Groups to Imputers #305

mmschlk opened this issue Jan 20, 2025 · 0 comments
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feature 💡 New feature or enhancement request imputer 🔧 All issues linked to imputers
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@mmschlk
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mmschlk commented Jan 20, 2025

Imputers should be able to handle groups of features instead of single features. A feature group should be treated as one single player. This may be implemented on a shapiq.Game level or on shapiq.Imputer level.

It is also fine if certain imputers disallow this capability (I.e conditional imputer).

I think the marginal imputer, baseline imputer and TabPFNImputer should have no problem getting this to work in.

On that note this would also be nice to allow marginal and baseline imputer to not only work with tabular data (I.e baseline imputer for using mask_tokens for transformers or gray pixels for images).

@mmschlk mmschlk added feature 💡 New feature or enhancement request imputer 🔧 All issues linked to imputers labels Jan 20, 2025
@mmschlk mmschlk self-assigned this Jan 20, 2025
@mmschlk mmschlk moved this to 📋 Backlog in shapiq development Jan 20, 2025
@mmschlk mmschlk added this to the Version 1.3 milestone Apr 2, 2025
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Labels
feature 💡 New feature or enhancement request imputer 🔧 All issues linked to imputers
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Status: 📋 Backlog
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