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.. _changes_0_12:
Version 0.12.4
==============
**October 4, 2024**
Changelog
---------
Compatibility
.............
- Compatibility with NumPy 2.0+
:pr:`1097` by :user:`Guillaume Lemaitre <glemaitre>`.
Version 0.12.3
==============
**May 28, 2024**
Changelog
---------
Compatibility
.............
- Compatibility with scikit-learn 1.5
:pr:`1074` and :pr:`1084` by :user:`Guillaume Lemaitre <glemaitre>`.
Version 0.12.2
==============
**March 31, 2024**
Changelog
---------
Bug fixes
.........
- Fix the way we check for a specific Python version in the test suite.
:pr:`1075` by :user:`Guillaume Lemaitre <glemaitre>`.
Version 0.12.1
==============
**March 31, 2024**
Changelog
---------
Bug fixes
.........
- Fix a bug in :class:`~imblearn.under_sampling.InstanceHardnessThreshold` where
`estimator` could not be a :class:`~sklearn.pipeline.Pipeline` object.
:pr:`1049` by :user:`Gonenc Mogol <gmogol>`.
Compatibility
.............
- Do not use `distutils` in tests due to deprecation.
:pr:`1065` by :user:`Michael R. Crusoe <mr-c>`.
- Fix the scikit-learn import in tests to be compatible with version 1.4.1.post1.
:pr:`1073` by :user:`Guillaume Lemaitre <glemaitre>`.
- Fix test to be compatible with Python 3.13.
:pr:`1073` by :user:`Guillaume Lemaitre <glemaitre>`.
Version 0.12.0
==============
**January 24, 2024**
Changelog
---------
Bug fixes
.........
- Fix a bug in :class:`~imblearn.over_sampling.SMOTENC` where the entries of the
one-hot encoding should be divided by `sqrt(2)` and not `2`, taking into account that
they are plugged into an Euclidean distance computation.
:pr:`1014` by :user:`Guillaume Lemaitre <glemaitre>`.
- Raise an informative error message when all support vectors are tagged as noise in
:class:`~imblearn.over_sampling.SVMSMOTE`.
:pr:`1016` by :user:`Guillaume Lemaitre <glemaitre>`.
- Fix a bug in :class:`~imblearn.over_sampling.SMOTENC` where the median of standard
deviation of the continuous features was only computed on the minority class. Now,
we are computing this statistic for each class that is up-sampled.
:pr:`1015` by :user:`Guillaume Lemaitre <glemaitre>`.
- Fix a bug in :class:`~imblearn.over_sampling.SMOTENC` such that the case where
the median of standard deviation of the continuous features is null is handled
in the multiclass case as well.
:pr:`1015` by :user:`Guillaume Lemaitre <glemaitre>`.
- Fix a bug in :class:`~imblearn.over_sampling.BorderlineSMOTE` version 2 where samples
should be generated from the whole dataset and not only from the minority class.
:pr:`1023` by :user:`Guillaume Lemaitre <glemaitre>`.
- Fix a bug in :class:`~imblearn.under_sampling.NeighbourhoodCleaningRule` where the
`kind_sel="all"` was not working as explained in the literature.
:pr:`1012` by :user:`Guillaume Lemaitre <glemaitre>`.
- Fix a bug in :class:`~imblearn.under_sampling.NeighbourhoodCleaningRule` where the
`threshold_cleaning` ratio was multiplied on the total number of samples instead of
the number of samples in the minority class.
:pr:`1012` by :user:`Guillaume Lemaitre <glemaitre>`.
- Fix a bug in :class:`~imblearn.under_sampling.RandomUnderSampler` and
:class:`~imblearn.over_sampling.RandomOverSampler` where a column containing only
NaT was not handled correctly.
:pr:`1059` by :user:`Guillaume Lemaitre <glemaitre>`.
Compatibility
.............
- :class:`~imblearn.ensemble.BalancedRandomForestClassifier` now support missing values
and monotonic constraints if scikit-learn >= 1.4 is installed.
- :class:`~imblearn.pipeline.Pipeline` support metadata routing if scikit-learn >= 1.4
is installed.
- Compatibility with scikit-learn 1.4.
:pr:`1058` by :user:`Guillaume Lemaitre <glemaitre>`.
Deprecations
............
- Deprecate `estimator_` argument in favor of `estimators_` for the classes
:class:`~imblearn.under_sampling.CondensedNearestNeighbour` and
:class:`~imblearn.under_sampling.OneSidedSelection`. `estimator_` will be removed
in 0.14.
:pr:`1011` by :user:`Guillaume Lemaitre <glemaitre>`.
- Deprecate `kind_sel` in :class:`~imblearn.under_sampling.NeighbourhoodCleaningRule.
It will be removed in 0.14. The parameter does not have any effect.
:pr:`1012` by :user:`Guillaume Lemaitre <glemaitre>`.
Enhancements
............
- Allows to output dataframe with sparse format if provided as input.
:pr:`1059` by :user:`ts2095 <ts2095>`.
|
