

.. _sphx_glr_auto_examples_cross_decomposition:

.. _cross_decomposition_examples:

Cross decomposition
-------------------

Examples concerning the :mod:`sklearn.cross_decomposition` module.



.. raw:: html

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

.. thumbnail-parent-div-open

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    <div class="sphx-glr-thumbcontainer" tooltip="Simple usage of various cross decomposition algorithms:">

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  .. image:: /auto_examples/cross_decomposition/images/thumb/sphx_glr_plot_compare_cross_decomposition_thumb.png
    :alt:

  :doc:`/auto_examples/cross_decomposition/plot_compare_cross_decomposition`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compare cross decomposition methods</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example compares Principal Component Regression (PCR) and Partial Least Squares Regression (PLS) on a toy dataset. Our goal is to illustrate how PLS can outperform PCR when the target is strongly correlated with some directions in the data that have a low variance.">

.. only:: html

  .. image:: /auto_examples/cross_decomposition/images/thumb/sphx_glr_plot_pcr_vs_pls_thumb.png
    :alt:

  :doc:`/auto_examples/cross_decomposition/plot_pcr_vs_pls`

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      <div class="sphx-glr-thumbnail-title">Principal Component Regression vs Partial Least Squares Regression</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/cross_decomposition/plot_compare_cross_decomposition
   /auto_examples/cross_decomposition/plot_pcr_vs_pls

