.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples/plot_classifier.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_auto_examples_plot_classifier.py>`
        to download the full example code.

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_auto_examples_plot_classifier.py:


============================
Plotting FSVM Classifier
============================

An example plot of :class:`fsvm.FuzzySVC`

.. GENERATED FROM PYTHON SOURCE LINES 10-11

Train our classifier on very simple dataset

.. GENERATED FROM PYTHON SOURCE LINES 11-17

.. code-block:: Python

    from fsvm import FuzzySVC

    X = [[0, 0], [1, 1]]
    y = [0, 1]
    clf = FuzzySVC().fit(X, y)








.. GENERATED FROM PYTHON SOURCE LINES 18-19

Create a test dataset

.. GENERATED FROM PYTHON SOURCE LINES 19-24

.. code-block:: Python

    import numpy as np

    rng = np.random.RandomState(13)
    X_test = rng.rand(500, 2)








.. GENERATED FROM PYTHON SOURCE LINES 25-26

Use scikit-learn to display the decision boundary

.. GENERATED FROM PYTHON SOURCE LINES 26-42

.. code-block:: Python

    from sklearn.inspection import DecisionBoundaryDisplay

    disp = DecisionBoundaryDisplay.from_estimator(clf, X_test)
    disp.ax_.scatter(
        X_test[:, 0],
        X_test[:, 1],
        c=clf.predict(X_test),
        s=20,
        edgecolors="k",
        linewidths=0.5,
    )
    disp.ax_.set(
        xlabel="Feature 1",
        ylabel="Feature 2",
        title="FSVM Classifier Decision Boundary",
    )



.. image-sg:: /auto_examples/images/sphx_glr_plot_classifier_001.png
   :alt: FSVM Classifier Decision Boundary
   :srcset: /auto_examples/images/sphx_glr_plot_classifier_001.png
   :class: sphx-glr-single-img


.. rst-class:: sphx-glr-script-out

 .. code-block:: none


    [Text(0.5, 23.52222222222222, 'Feature 1'), Text(30.972222222222214, 0.5, 'Feature 2'), Text(0.5, 1.0, 'FSVM Classifier Decision Boundary')]




.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 0.181 seconds)


.. _sphx_glr_download_auto_examples_plot_classifier.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

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

      :download:`Download Jupyter notebook: plot_classifier.ipynb <plot_classifier.ipynb>`

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

      :download:`Download Python source code: plot_classifier.py <plot_classifier.py>`

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: plot_classifier.zip <plot_classifier.zip>`


.. only:: html

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

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