:orphan:

.. _general_examples:

Examples
========

Examples that use graph kernels to perform various tasks (e.g., graph classification, retrieval of most similar document, etc).


.. raw:: html

  <div id='sg-tag-list' class='sphx-glr-tag-list'></div>


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

.. thumbnail-parent-div-open

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    <div class="sphx-glr-thumbcontainer" tooltip="Script makes use of grakelx.ShortestPath">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_pipeline_example_thumb.png
    :alt:

  :doc:`/auto_examples/plot_pipeline_example`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Example of building a graph classification pipeline.</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Script makes use of grakelx.ShortestPath">

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  .. image:: /auto_examples/images/thumb/sphx_glr_shortest_path_thumb.png
    :alt:

  :doc:`/auto_examples/shortest_path`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Graph classification on MUTAG using the shortest path kernel.</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Script makes use of grakelx.PropagationAttr">

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  .. image:: /auto_examples/images/thumb/sphx_glr_node_attributed_dataset_thumb.png
    :alt:

  :doc:`/auto_examples/node_attributed_dataset`

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      <div class="sphx-glr-thumbnail-title">Graph classification on a dataset that contains node-attributed graphs.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Script makes use of grakelx.WeisfeilerLehman, grakelx.VertexHistogram">

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  .. image:: /auto_examples/images/thumb/sphx_glr_weisfeiler_lehman_subtree_thumb.png
    :alt:

  :doc:`/auto_examples/weisfeiler_lehman_subtree`

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      <div class="sphx-glr-thumbnail-title">Graph classification on MUTAG using the Weisfeiler-Lehman subtree kernel.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Script makes use of grakelx.WeisfeilerLehman, grakelx.VertexHistogram">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_optimizing_hyperparameters_thumb.png
    :alt:

  :doc:`/auto_examples/optimizing_hyperparameters`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Performing cross-validation n times, optimizing SVM's and kernel's hyperparameters.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Retrieval of most similar document using the Weisfeiler-Lehman subtree kernel.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_document_retrieval_example_thumb.png
    :alt:

  :doc:`/auto_examples/document_retrieval_example`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Retrieval of most similar document using the Weisfeiler-Lehman subtree kernel.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Script makes use of grakelx.Graph and grakelx.ShortestPath">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_erdos_renyi_thumb.png
    :alt:

  :doc:`/auto_examples/erdos_renyi`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Graph classification on a randomly generated dataset of Erdos-Renyi graphs.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Example of transforming NetworkX graphs to GraKeL graphs.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_nx_to_grakel_thumb.png
    :alt:

  :doc:`/auto_examples/nx_to_grakel`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Example of transforming NetworkX graphs to GraKeL graphs.</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_pipeline_example
   /auto_examples/shortest_path
   /auto_examples/node_attributed_dataset
   /auto_examples/weisfeiler_lehman_subtree
   /auto_examples/optimizing_hyperparameters
   /auto_examples/document_retrieval_example
   /auto_examples/erdos_renyi
   /auto_examples/nx_to_grakel


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


.. only:: html

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

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