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Set-valued predictions for MLJ #27

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pat-alt opened this issue Oct 27, 2022 · 1 comment
Closed

Set-valued predictions for MLJ #27

pat-alt opened this issue Oct 27, 2022 · 1 comment
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enhancement New feature or request help wanted Extra attention is needed

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@pat-alt
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pat-alt commented Oct 27, 2022

The goal for this package is to seamlessly interact with MLJ. To that end all conformal models implement the compulsory MMI.fit and MMI.predict methods (following guidelines set out here).

With respect to downstream tasks (in particular evaluation) we are facing a problem: predictions for standard conformal classifiers are set-valued. Currently MLJ supports Interval-valued predictions, but not Sets (see related discussion #20).

A long-term goal is to align MLJ and this package. Any thoughts/comments/help welcome!

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pat-alt commented Nov 28, 2022

Types have been added to MLJModelInterface.jl. Will open a new issue addressing downstream tasks like model evaluation.

@pat-alt pat-alt closed this as completed Nov 28, 2022
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