Recent Releases of py-smote-variants
py-smote-variants - 1.0.0 release
Some general face lifting and accomodation to latest changes in numpy, pandas and pylint.
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Published by gykovacs about 2 years ago
py-smote-variants - 0.7.3 release
Introducing support for Python 3.11, removing support for Python 3.8.
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Published by gykovacs over 2 years ago
py-smote-variants - 0.7.1 release
- Query for oversamplers with
proportionparameter added.
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Published by gykovacs over 3 years ago
py-smote-variants - 0.7.0 release
- optimization of the parallelized evaluation framework
- final clean-up after refactoring
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.11 release
version bump
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.10 release
trim smote potential infinite loop fix
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.9 release
Default simplex sampling parameters changed.
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.8 release
a typo bugfix
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.7 release
deterministic simplex sampling feature added
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.6 release
psobat json serialization fix
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.5 release
SMOTE_PSOBAT json serialization fix
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.4 release
ss_params bug fix
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.3
Another bug fix.
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.1 release
A bug fix in the evaluation functionalities.
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Published by gykovacs over 3 years ago
py-smote-variants - 0.6.0 release
- vectorized implementations for most of the techniques to boost performance
- a refactored and improved evaluation and model selection toolkit
- 100% test coverage
- 10.0 PEP8 conformancy (by pylint)
- polynomfitSMOTE split into 4 different techniques
- Jupyter Notebook
Published by gykovacs over 3 years ago
py-smote-variants - 0.5.1 release
In the 0.5.1 release the package description was corrected in addition to the changes in the 0.5.0 release:
A decent refactoring was carried out by splitting the individual oversamplers to separate files. SYMPROD added as the 86th oversampler implemented, thanks to @intouchkun An experimental feature: metric learning to determine the metric to be used for neighborhood estimation added to 69 oversamplers. A sample notebook to illustrate metric learning backed oversampling was added. Support and CI pipelines for Python 3.9 and 3.10 added.
- Jupyter Notebook
Published by gykovacs over 3 years ago
py-smote-variants - 0.5.0 release: refactoring, metric learning, new oversampler
In the 0.5.0 release:
1) A decent refactoring was carried out by splitting the individual oversamplers to separate files. 2) SYMPROD added as the 86th oversampler implemented, thanks to @intouchkun 3) An experimental feature: metric learning to determine the metric to be used for neighborhood estimation added to 69 oversamplers. 4) A sample notebook to illustrate metric learning backed oversampling was added. 5) Support and CI pipelines for Python 3.9 and 3.10 added.
- Jupyter Notebook
Published by gykovacs over 3 years ago
py-smote-variants - 0.4.0 PEP8 facelifting and minor bug fixes
- code refactored to fulfill PEP8 standards
- minor bug fixes
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Published by gykovacs over 5 years ago
py-smote-variants - 0.3.13 version bump
This patch fixes some pickle dumping performance issues.
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Published by gykovacs about 6 years ago
py-smote-variants - 0.3.10 version bump
version bump
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Published by gykovacs about 6 years ago
py-smote-variants - 0.3.9 version bump release
- Jupyter Notebook
Published by gykovacs about 6 years ago