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it is a github rst bug
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gykovacs committed Mar 26, 2024
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Expand Up @@ -61,7 +61,7 @@ The consistency tests are numerical and **not** statistical: if inconsistencies
Latest news
-----------

* the 1.0.1 version of the package is released;
* the 1.0.3 version of the package is released;
* the paper describing the numerical techniques is available as a preprint at: https://arxiv.org/abs/2310.12527
* the full documentation is available at: https://mlscorecheck.readthedocs.io/en/latest/
* tutorial on Medium.com: https://medium.com/p/e1baaba57610
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Citation
--------

If you use the package, please consider citing the following paper:
If you use the package, please consider citing the following paper(s) about the package:

.. code-block:: BibTex
@article{kovacs2024,
title = {mlscorecheck: Testing the consistency of reported performance scores and experiments in machine learning},
journal = {Neurocomputing},
volume = {583},
pages = {127556},
year = {2024},
issn = {0925-2312},
doi = {https://doi.org/10.1016/j.neucom.2024.127556},
url = {https://www.sciencedirect.com/science/article/pii/S0925231224003278},
author = {György Kovács and Attila Fazekas},
keywords = {Binary classification, Multiclass classification, Regression, Consistency testing, Performance scores, Open source}
}
and the methodology:

.. code-block:: BibTex
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* alternatives to ``sens`` are ``sensitivity``, ``true_positive_rate``, ``tpr`` and ``recall``,
* alternatives to ``spec`` are ``specificity``, ``true_negative_rate``, ``tnr`` and ``selectivity``,
* alternative to ``ppv`` are ``positive_predictive_value`` and ``precision``.
* alternatives to ``ppv`` are ``positive_predictive_value`` and ``precision``.

Similarly, complements are supported as:

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