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Version 0.7.0

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@thibaultcordier thibaultcordier released this 14 Sep 10:23
· 821 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.