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.. _sphx_glr_examples_calibration:

.. _calibration_examples:

Calibration examples
=======================

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    <div class="sphx-glr-clear"></div>



.. _sphx_glr_examples_calibration_1-quickstart:

.. _calibration_examples_1:

1. Quickstart examples
----------------------

The following examples present the main functionalities of MAPIE through basic quickstart calibration problems.


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    <div class="sphx-glr-thumbcontainer" tooltip="These statistical tests are based on the following references:">

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 .. figure:: /examples_calibration/1-quickstart/images/thumb/sphx_glr_plot_calibration_hypothesis_testing_thumb.png
     :alt: Testing for calibration in binary classification settings

     :ref:`sphx_glr_examples_calibration_1-quickstart_plot_calibration_hypothesis_testing.py`

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   /examples_calibration/1-quickstart/plot_calibration_hypothesis_testing
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    <div class="sphx-glr-clear"></div>



.. _sphx_glr_examples_calibration_2-advanced-analysis:

.. _calibration_examples_2:

2. Advanced analysis
--------------------

The following examples use MAPIE for discussing more complex calibration problems.


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    <div class="sphx-glr-thumbcontainer" tooltip="To this end, we generate many datasets that are calibrated by nature, and plot the distribution...">

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 .. figure:: /examples_calibration/2-advanced-analysis/images/thumb/sphx_glr_plot_asymptotic_convergence_of_p_values_thumb.png
     :alt: Evaluating the asymptotic convergence of p-values

     :ref:`sphx_glr_examples_calibration_2-advanced-analysis_plot_asymptotic_convergence_of_p_values.py`

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    </div>


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   /examples_calibration/2-advanced-analysis/plot_asymptotic_convergence_of_p_values
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    <div class="sphx-glr-clear"></div>



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 .. container:: sphx-glr-footer
    :class: sphx-glr-footer-gallery


  .. container:: sphx-glr-download sphx-glr-download-python

    :download:`Download all examples in Python source code: examples_calibration_python.zip </examples_calibration/examples_calibration_python.zip>`



  .. container:: sphx-glr-download sphx-glr-download-jupyter

    :download:`Download all examples in Jupyter notebooks: examples_calibration_jupyter.zip </examples_calibration/examples_calibration_jupyter.zip>`


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 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_