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Merge pull request #120 from Quantmetry/dev
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JulienRoussel77 committed Nov 6, 2023
2 parents 9a9782d + caaf47a commit ffdf737
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5 changes: 3 additions & 2 deletions README.rst
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.. |Commits| image:: https://img.shields.io/github/commits-since/Quantmetry/qolmat/latest/main
.. _Commits: https://github.com/Quantmetry/qolmat/commits/main

.. |Codecov| image:: https://codecov.io/gh/quantmetry/qolmat/branch/master/graph/badge.svg
.. |Codecov| image:: https://codecov.io/gh/quantmetry/qolmat/branch/main/graph/badge.svg
.. _Codecov: https://codecov.io/gh/quantmetry/qolmat

.. image:: https://raw.githubusercontent.com/Quantmetry/qolmat/main/docs/images/logo.png
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**How does Qolmat work ?**

| Qolmat allows model selection for scikit-learn compatible imputation algorithms, by performing three steps pictured below:
Qolmat allows model selection for scikit-learn compatible imputation algorithms, by performing three steps pictured below:

1) For each of the K folds, Qolmat artificially masks a set of observed values using a default or user specified `hole generator <explanation.html#hole-generator>`_.
2) For each fold and each compared `imputation method <imputers.html>`_, Qolmat fills both the missing and the masked values, then computes each of the default or user specified `performance metrics <explanation.html#metrics>`_.
3) For each compared imputer, Qolmat pools the computed metrics from the K folds into a single value.
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3 changes: 2 additions & 1 deletion setup.py
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"[email protected], "
"[email protected], "
"[email protected], "
"[email protected]"
"[email protected], "
"mabidi.quantmetry.com"
)
URL = "https://github.com/Quantmetry/qolmat"
DOWNLOAD_URL = "https://pypi.org/project/qolmat/#files"
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