.. _sphx_glr_examples_regression_3-scientific-articles:

.. _regression_examples_3:

-----

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

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


.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip=" CrossConformalRegressor is used to investigate the coverage level and the prediction interval width as a function of the dimension using simulated data points as introduced in Foygel-Barber et al. (2021) [1].">

.. only:: html

  .. image:: /examples_regression/3-scientific-articles/images/thumb/sphx_glr_plot_barber2020_simulations_thumb.png
    :alt:

  :ref:`sphx_glr_examples_regression_3-scientific-articles_plot_barber2020_simulations.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Predictive inference with the jackknife+, Foygel-Barber et al. (2020)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Note: in this example, we use the following terms employed in the scientific literature:">

.. only:: html

  .. image:: /examples_regression/3-scientific-articles/images/thumb/sphx_glr_plot_zaffran2022_comparison_thumb.png
    :alt:

  :ref:`sphx_glr_examples_regression_3-scientific-articles_plot_zaffran2022_comparison.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Adaptive conformal predictions for time series, Zaffran et al. (2022)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip=" JackknifeAfterBootstrapRegressor and CrossConformalRegressor are used to reproduce the simulations by Kim et al. (2020) [1] in their article which introduces the jackknife+-after-bootstrap method.">

.. only:: html

  .. image:: /examples_regression/3-scientific-articles/images/thumb/sphx_glr_plot_kim2020_simulations_thumb.png
    :alt:

  :ref:`sphx_glr_examples_regression_3-scientific-articles_plot_kim2020_simulations.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Predictive inference is free with the Jackknife+-after-Bootstrap, Kim et al. (2020)</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples_regression/3-scientific-articles/plot_barber2020_simulations
   /examples_regression/3-scientific-articles/plot_zaffran2022_comparison
   /examples_regression/3-scientific-articles/plot_kim2020_simulations