To adapt the CCP method to classification tasks, we need to create a new main class SplitCPClassifier.
The calibrators are the same, as they just use conformity scores (no matter the task).
We will reuse the classification conformity scores, added since the MapieClassifier refacto.
Fixes #499
Type of change
New feature (non-breaking change which adds functionality)
This change requires a documentation update
How Has This Been Tested?
[x] Empirical checks, in a tutorial/demo in the documentation
Description
To adapt the CCP method to classification tasks, we need to create a new main class
SplitCPClassifier
. The calibrators are the same, as they just use conformity scores (no matter the task). We will reuse the classification conformity scores, added since theMapieClassifier
refacto.Fixes #499
Type of change
How Has This Been Tested?
Checklist
make lint
make type-check
make tests
make coverage
make doc