:orphan:



.. _sphx_glr_auto_examples:

.. _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 class="sphx-glr-thumbcontainer" tooltip="Script makes use of grakel.ShortestPath ">

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_pipeline_example_thumb.png
     :alt: Example of building a graph classification pipeline.

     :ref:`sphx_glr_auto_examples_plot_pipeline_example.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_pipeline_example

.. raw:: html

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

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_shortest_path_thumb.png
     :alt: Graph classification on MUTAG using the shortest path kernel.

     :ref:`sphx_glr_auto_examples_shortest_path.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/shortest_path

.. raw:: html

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

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_node_attributed_dataset_thumb.png
     :alt: Graph classification on a dataset that contains node-attributed graphs.

     :ref:`sphx_glr_auto_examples_node_attributed_dataset.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/node_attributed_dataset

.. raw:: html

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

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_optimizing_hyperparameters_thumb.png
     :alt: Performing cross-validation n times, optimizing SVM's and kernel's hyperparameters.

     :ref:`sphx_glr_auto_examples_optimizing_hyperparameters.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/optimizing_hyperparameters

.. raw:: html

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

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_weisfeiler_lehman_subtree_thumb.png
     :alt: Graph classification on MUTAG using the Weisfeiler-Lehman subtree kernel.

     :ref:`sphx_glr_auto_examples_weisfeiler_lehman_subtree.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/weisfeiler_lehman_subtree

.. raw:: html

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

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_erdos_renyi_thumb.png
     :alt: Graph classification on a randomly generated dataset of Erdos-Renyi graphs.

     :ref:`sphx_glr_auto_examples_erdos_renyi.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/erdos_renyi

.. raw:: html

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

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_document_retrieval_example_thumb.png
     :alt: Retrieval of most similar document using the Weisfeiler-Lehman subtree kernel.

     :ref:`sphx_glr_auto_examples_document_retrieval_example.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/document_retrieval_example

.. raw:: html

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

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_nx_to_grakel_thumb.png
     :alt: Example of transforming NetworkX graphs to GraKeL graphs.

     :ref:`sphx_glr_auto_examples_nx_to_grakel.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/nx_to_grakel
.. raw:: html

    <div class="sphx-glr-clear"></div>



.. only :: html

 .. container:: sphx-glr-footer
    :class: 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>`_