:orphan:

sklearn interface
=================

Here is a set of examples describing typical uses of WDRO for the models that are built in the Library.



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    <div class="sphx-glr-thumbcontainer" tooltip="The objective and instances are based on [Bertsimas et al. (2018), Sec. 7.5] (for the original robust portfolio problem) and [Esfahani et al. (2018), Sec. 7] for the WDRO counterpart.">

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  .. image:: /examples/Builtin/images/thumb/sphx_glr_portfolio_thumb.png
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  :ref:`sphx_glr_examples_Builtin_portfolio.py`

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      <div class="sphx-glr-thumbnail-title">Distributionally Robust Portfolio optimization</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example illustrates the use of the skwdro.linear_models.LogisticRegression class on datasets that are shifted at test time.">

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  .. image:: /examples/Builtin/images/thumb/sphx_glr_spatial_perturbation_logistic_regression_thumb.png
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  :ref:`sphx_glr_examples_Builtin_spatial_perturbation_logistic_regression.py`

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      <div class="sphx-glr-thumbnail-title">Spatial perturbations and logistic regression</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Logistic regression">

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  .. image:: /examples/Builtin/images/thumb/sphx_glr_logistic_regression_thumb.png
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  :ref:`sphx_glr_examples_Builtin_logistic_regression.py`

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      <div class="sphx-glr-thumbnail-title">Logistic regression</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The samples are of the form \xi = (x,y) \in \mathbb{R}\times\mathbb{R} and the sought predictor is linear.">

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  .. image:: /examples/Builtin/images/thumb/sphx_glr_linear_regression_thumb.png
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  :ref:`sphx_glr_examples_Builtin_linear_regression.py`

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      <div class="sphx-glr-thumbnail-title">Linear regression</div>
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    </div>


.. toctree::
   :hidden:

   /examples/Builtin/portfolio
   /examples/Builtin/spatial_perturbation_logistic_regression
   /examples/Builtin/logistic_regression
   /examples/Builtin/linear_regression


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

      :download:`Download all examples in Python source code: Builtin_python.zip </examples/Builtin/Builtin_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: Builtin_jupyter.zip </examples/Builtin/Builtin_jupyter.zip>`


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

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