.. _sphx_glr_auto_examples_trees:

Tree Models
===========

Examples demonstrating TreeSHAP-IQ for explaining tree-based models,
including LightGBM and custom tree structures.



.. raw:: html

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

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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to use TreeExplainer to explain a custom tree model built from scratch using the Play Tennis dataset.">

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  .. image:: /auto_examples/trees/images/thumb/sphx_glr_plot_treeshapiq_custom_tree_thumb.png
    :alt:

  :doc:`/auto_examples/trees/plot_treeshapiq_custom_tree`

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      <div class="sphx-glr-thumbnail-title">TreeSHAP-IQ for Custom Tree Models</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates TreeExplainer on a LightGBM model trained on the bike-sharing dataset. TreeSHAP-IQ computes exact Shapley interaction values in linear time for tree ensembles.">

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  .. image:: /auto_examples/trees/images/thumb/sphx_glr_plot_treeshapiq_lightgbm_thumb.png
    :alt:

  :doc:`/auto_examples/trees/plot_treeshapiq_lightgbm`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">TreeSHAP-IQ for LightGBM</div>
    </div>


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.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/trees/plot_treeshapiq_custom_tree
   /auto_examples/trees/plot_treeshapiq_lightgbm