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REFACTOR: restucture the MapieQuantileRegressor Fit - Split the fit into prefit_estimators, fit_estimators and conformalize #565

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Description

Please include a summary of the change and which issue is fixed. Please also include relevant motivation and context. List any dependencies that are required for this change.

Fixes #(issue)

Type of change

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  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • This change requires a documentation update

How Has This Been Tested?

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  • Test A
  • Test B

Checklist

  • I have read the contributing guidelines
  • I have updated the HISTORY.rst and AUTHORS.rst files
  • Linting passes successfully : make lint
  • Typing passes successfully : make type-check
  • Unit tests pass successfully : make tests
  • Coverage is 100% : make coverage
  • Documentation builds successfully and without warnings : make doc

sd29206 and others added 22 commits December 9, 2024 17:41
…stimator in MapieRegressor and EnsembleRegressor, implement (wip) CrossConformalRegressor (#545)
… introduced only for ENBPI in the scientific literature, but it works for all regression methods, so let's support it)
* DOCS: Add MAPIE v1 regression docstrings to ReadTheDoc, fix warnings
TEST: add integration test for JackknifeAfterBootstrapRegressor
…s-name

FIX: correct warnings and error messages to match the v1 API
…ts (#559)

* ENH: implement JackknifeAfterBootstrap regressor
…nto prefit_estimators, fit_estimators and conformalize
@jawadhussein462 jawadhussein462 changed the title Factorize cqr split fit REFACTOR: restucture the MapieQuantileRegressor Fit - Split the fit into prefit_estimators, fit_estimators and conformalize Dec 16, 2024
@jawadhussein462 jawadhussein462 deleted the factorize_cqr_split_fit branch December 16, 2024 11:31
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3 participants