.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples\5_compare\plot_2_compare_robustness.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_5_compare_plot_2_compare_robustness.py>`
        to download the full example code or to run this example in your browser via Binder

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

.. _sphx_glr_auto_examples_5_compare_plot_2_compare_robustness.py:


Build Robust Models with Monotonicity Constraints
========================================================

.. GENERATED FROM PYTHON SOURCE LINES 8-9

Experiment initialization and data preparation

.. GENERATED FROM PYTHON SOURCE LINES 9-17

.. code-block:: Python

    from piml import Experiment
    from piml.models import XGB2Classifier, GAMINetClassifier

    exp = Experiment()
    exp.data_loader(data="SimuCredit", silent=True)
    exp.data_summary(feature_exclude=["Gender", "Race"], silent=True)
    exp.data_prepare(target="Approved", task_type="classification", silent=True)








.. GENERATED FROM PYTHON SOURCE LINES 18-19

Train XGB2 without monotonicity constraints 

.. GENERATED FROM PYTHON SOURCE LINES 19-21

.. code-block:: Python

    exp.model_train(XGB2Classifier(n_estimators=500), name="XGB2")








.. GENERATED FROM PYTHON SOURCE LINES 22-23

Train XGB2 with monotonicity constraints on Balance

.. GENERATED FROM PYTHON SOURCE LINES 23-25

.. code-block:: Python

    exp.model_train(model=XGB2Classifier(n_estimators=500, mono_increasing_list=("Balance", )), name="Mono-XGB2")








.. GENERATED FROM PYTHON SOURCE LINES 26-27

Train GAMI-Net with monotonicity constraints on Balance

.. GENERATED FROM PYTHON SOURCE LINES 27-29

.. code-block:: Python

    exp.model_train(model=GAMINetClassifier(mono_increasing_list=("Balance", )), name="Mono-GAMI-Net")








.. GENERATED FROM PYTHON SOURCE LINES 30-31

Main effect plot of XGB2 on Balance

.. GENERATED FROM PYTHON SOURCE LINES 31-33

.. code-block:: Python

    exp.model_interpret(model="XGB2", show="global_effect_plot", uni_feature="Balance", figsize=(5, 4))




.. image-sg:: /auto_examples/5_compare/images/sphx_glr_plot_2_compare_robustness_001.png
   :alt: Balance (16.8%)
   :srcset: /auto_examples/5_compare/images/sphx_glr_plot_2_compare_robustness_001.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 34-35

Main effect plot of Mono-XGB2 on Balance

.. GENERATED FROM PYTHON SOURCE LINES 35-37

.. code-block:: Python

    exp.model_interpret(model="Mono-XGB2", show="global_effect_plot", uni_feature="Balance", figsize=(5, 4))




.. image-sg:: /auto_examples/5_compare/images/sphx_glr_plot_2_compare_robustness_002.png
   :alt: Balance (32.5%)
   :srcset: /auto_examples/5_compare/images/sphx_glr_plot_2_compare_robustness_002.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 38-39

Main effect plot of Mono-GAMI-Net on Balance

.. GENERATED FROM PYTHON SOURCE LINES 39-41

.. code-block:: Python

    exp.model_interpret(model="Mono-GAMI-Net", show="global_effect_plot", uni_feature="Balance", figsize=(5, 4))




.. image-sg:: /auto_examples/5_compare/images/sphx_glr_plot_2_compare_robustness_003.png
   :alt: Balance (11.2%)
   :srcset: /auto_examples/5_compare/images/sphx_glr_plot_2_compare_robustness_003.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 42-43

Robustness comparison with default settings

.. GENERATED FROM PYTHON SOURCE LINES 43-44

.. code-block:: Python

    exp.model_compare(models=["XGB2", "Mono-XGB2", "Mono-GAMI-Net"], show="robustness_perf", figsize=(6, 4))



.. image-sg:: /auto_examples/5_compare/images/sphx_glr_plot_2_compare_robustness_004.png
   :alt: Model Performance: Perturb on All Features
   :srcset: /auto_examples/5_compare/images/sphx_glr_plot_2_compare_robustness_004.png
   :class: sphx-glr-single-img






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

   **Total running time of the script:** (3 minutes 0.356 seconds)


.. _sphx_glr_download_auto_examples_5_compare_plot_2_compare_robustness.py:

.. only:: html

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

    .. container:: binder-badge

      .. image:: images/binder_badge_logo.svg
        :target: https://mybinder.org/v2/gh/selfexplainml/piml-toolbox/main?urlpath=lab/tree/./docs/_build/html/notebooks/auto_examples/5_compare/plot_2_compare_robustness.ipynb
        :alt: Launch binder
        :width: 150 px

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

      :download:`Download Jupyter notebook: plot_2_compare_robustness.ipynb <plot_2_compare_robustness.ipynb>`

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

      :download:`Download Python source code: plot_2_compare_robustness.py <plot_2_compare_robustness.py>`


.. only:: html

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

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