Version 0.7.0
thibaultcordier
released this
14 Sep 10:23
·
868 commits
to master
since this release
- Add prediction set estimation for binary classification.
- Add Learn-Then-Test method for multilabel-classification.
- Add documentation and notebooks for LTT.
- Add a new conformity score, ResidualNormalisedScore, that takes X into account and allows to compute adaptive intervals.
- Refactor MapieRegressor and ConformityScore to add the possibility to use X in ConformityScore.
- Separate the handling of the estimator from MapieRegressor into a new class called EnsembleEstimator.
- Add statistical calibration tests in binary classification.
- Rename methods (score to lac and cumulated_score to aps) in MapieClassifier.
- Add more notebooks and examples.
- Fix an unfixed random state in one of the classification tests.
- Fix and preserve the split behavior of the check_cv method with and without random state.