

.. _sphx_glr_auto_examples_combine:

.. _combine_examples:

Examples using combine class methods
====================================

Combine methods mixed over- and under-sampling methods. Generally SMOTE is used for over-sampling while some cleaning methods (i.e., ENN and Tomek links) are used to under-sample.



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows the effect of applying an under-sampling algorithms after SMOTE over-sampling. In the literature, Tomek&#x27;s link and edited nearest neighbours are the two methods which have been used and are available in imbalanced-learn.">

.. only:: html

  .. image:: /auto_examples/combine/images/thumb/sphx_glr_plot_comparison_combine_thumb.png
    :alt:

  :doc:`/auto_examples/combine/plot_comparison_combine`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compare sampler combining over- and under-sampling</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/combine/plot_comparison_combine

