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.. _sphx_glr_examples_classification:

.. _classification_examples:

Classification examples
=======================

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



.. _sphx_glr_examples_classification_1-quickstart:

.. _classification_examples_1:

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

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


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    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we compare the prediction sets estimated by MapieClassifier with the &quot;lac&quot; an...">

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 .. figure:: /examples_classification/1-quickstart/images/thumb/sphx_glr_plot_comp_methods_on_2d_dataset_thumb.png
     :alt: Comparing prediction sets on a two-dimensional dataset

     :ref:`sphx_glr_examples_classification_1-quickstart_plot_comp_methods_on_2d_dataset.py`

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    </div>


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   /examples_classification/1-quickstart/plot_comp_methods_on_2d_dataset
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.. _sphx_glr_examples_classification_2-advanced-analysis:

.. _classification_examples_2:

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

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

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.. _sphx_glr_examples_classification_3-scientific-articles:

.. _classification_examples_3:

3. Simulations from scientific articles
---------------------------------------

The following examples reproduce the simulations from the scientific
articles that present the methods implemented
in MAPIE for classification settings.


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    <div class="sphx-glr-thumbcontainer" tooltip="We use MapieClassifier to reproduce Example 7 from Sadinle et al. (2019).">

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 .. figure:: /examples_classification/3-scientific-articles/images/thumb/sphx_glr_plot_sadinle2019_example_thumb.png
     :alt: Reproducing Example 7 from Sadinle et al. (2019)

     :ref:`sphx_glr_examples_classification_3-scientific-articles_plot_sadinle2019_example.py`

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    </div>


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   /examples_classification/3-scientific-articles/plot_sadinle2019_example
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.. _sphx_glr_examples_classification_4-tutorials:

.. _classification_examples_4:

4. Tutorials
------------

The following examples present pedagogical tutorials explaining how to use MAPIE on different classification taks.


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    <div class="sphx-glr-thumbcontainer" tooltip=" In this tutorial, we compare the prediction sets estimated by the conformal methods implemente...">

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 .. figure:: /examples_classification/4-tutorials/images/thumb/sphx_glr_plot_main-tutorial-classification_thumb.png
     :alt: Tutorial for classification

     :ref:`sphx_glr_examples_classification_4-tutorials_plot_main-tutorial-classification.py`

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    </div>


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   /examples_classification/4-tutorials/plot_main-tutorial-classification

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    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we propose set prediction for binary classification estimated by MapieClassif...">

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 .. figure:: /examples_classification/4-tutorials/images/thumb/sphx_glr_plot_main-tutorial-binary-classification_thumb.png
     :alt: Tutorial for set prediction

     :ref:`sphx_glr_examples_classification_4-tutorials_plot_main-tutorial-binary-classification.py`

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    </div>


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   /examples_classification/4-tutorials/plot_main-tutorial-binary-classification

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    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we estimate the impact of the training/calibration split on the prediction se...">

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 .. figure:: /examples_classification/4-tutorials/images/thumb/sphx_glr_plot_crossconformal_thumb.png
     :alt: Cross-conformal for classification

     :ref:`sphx_glr_examples_classification_4-tutorials_plot_crossconformal.py`

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    </div>


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   /examples_classification/4-tutorials/plot_crossconformal
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  .. container:: sphx-glr-download sphx-glr-download-python

    :download:`Download all examples in Python source code: examples_classification_python.zip </examples_classification/examples_classification_python.zip>`



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

    :download:`Download all examples in Jupyter notebooks: examples_classification_jupyter.zip </examples_classification/examples_classification_jupyter.zip>`


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

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