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.

- Jupyter Notebook
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.

- Jupyter Notebook
Published by gykovacs over 2 years ago

py-smote-variants - 0.7.1 release

  • Query for oversamplers with proportion parameter added.

- Jupyter Notebook
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

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.11 release

version bump

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.10 release

trim smote potential infinite loop fix

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.9 release

Default simplex sampling parameters changed.

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.8 release

a typo bugfix

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.7 release

deterministic simplex sampling feature added

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.6 release

psobat json serialization fix

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.5 release

SMOTE_PSOBAT json serialization fix

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.4 release

ss_params bug fix

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.3

Another bug fix.

- Jupyter Notebook
Published by gykovacs over 3 years ago

py-smote-variants - 0.6.1 release

A bug fix in the evaluation functionalities.

- Jupyter Notebook
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

- Jupyter Notebook
Published by gykovacs over 5 years ago

py-smote-variants - 0.3.13 version bump

This patch fixes some pickle dumping performance issues.

- Jupyter Notebook
Published by gykovacs about 6 years ago

py-smote-variants - 0.3.12

- Jupyter Notebook
Published by gykovacs about 6 years ago

py-smote-variants - 0.3.11 version bump

- Jupyter Notebook
Published by gykovacs about 6 years ago

py-smote-variants - 0.3.10 version bump

version bump

- Jupyter Notebook
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