:orphan:



.. _sphx_glr_auto_examples:

Examples
========


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how `JAX &lt;https://github.com/google/jax&gt;`_ can be used within COPT to comput...">

.. only:: html

    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_jax_copt_thumb.png

        :ref:`sphx_glr_auto_examples_plot_jax_copt.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_jax_copt

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Speed of convergence comparison between gradient descent and Nesterov acceleration on a logisti...">

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    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_accelerated_thumb.png

        :ref:`sphx_glr_auto_examples_plot_accelerated.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_accelerated

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="A comparison between two variance-reduced stochastic gradient methods: SAGA (implemented in cop...">

.. only:: html

    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_saga_vs_svrg_thumb.png

        :ref:`sphx_glr_auto_examples_plot_saga_vs_svrg.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_saga_vs_svrg

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Comparison of solvers for problems with a group lasso regularization.">

.. only:: html

    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_group_lasso_thumb.png

        :ref:`sphx_glr_auto_examples_plot_group_lasso.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_group_lasso
.. raw:: html

    <div style='clear:both'></div>



.. _sphx_glr_auto_examples_frank_wolfe:

Frank-Wolfe
-----------


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Speed of convergence of different step-size strategies and on 4 different classification datase...">

.. only:: html

    .. figure:: /auto_examples/frank_wolfe/images/thumb/sphx_glr_plot_stepsize_thumb.png

        :ref:`sphx_glr_auto_examples_frank_wolfe_plot_stepsize.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/frank_wolfe/plot_stepsize

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example quantifies how many times the Frank-Wolfe algorithm selects the same extremal vert...">

.. only:: html

    .. figure:: /auto_examples/frank_wolfe/images/thumb/sphx_glr_plot_vertex_overlap_thumb.png

        :ref:`sphx_glr_auto_examples_frank_wolfe_plot_vertex_overlap.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/frank_wolfe/plot_vertex_overlap
.. raw:: html

    <div style='clear:both'></div>



.. _sphx_glr_auto_examples_proximal_splitting:

Proximal Splitting
------------------


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Estimating a sparse and low rank matrix">

.. only:: html

    .. figure:: /auto_examples/proximal_splitting/images/thumb/sphx_glr_plot_sparse_nuclear_norm_thumb.png

        :ref:`sphx_glr_auto_examples_proximal_splitting_plot_sparse_nuclear_norm.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/proximal_splitting/plot_sparse_nuclear_norm

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Comparison of solvers with total variation regularization.">

.. only:: html

    .. figure:: /auto_examples/proximal_splitting/images/thumb/sphx_glr_plot_tv_deblurring_thumb.png

        :ref:`sphx_glr_auto_examples_proximal_splitting_plot_tv_deblurring.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/proximal_splitting/plot_tv_deblurring

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Comparison of solvers for a least squares with overlapping group lasso regularization.">

.. only:: html

    .. figure:: /auto_examples/proximal_splitting/images/thumb/sphx_glr_plot_overlapping_group_lasso_thumb.png

        :ref:`sphx_glr_auto_examples_proximal_splitting_plot_overlapping_group_lasso.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/proximal_splitting/plot_overlapping_group_lasso
.. raw:: html

    <div style='clear:both'></div>



.. only :: html

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


  .. container:: sphx-glr-download

    :download:`Download all examples in Python source code: auto_examples_python.zip <//home/pedregosa/dev/copt/doc/auto_examples/auto_examples_python.zip>`



  .. container:: sphx-glr-download

    :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip <//home/pedregosa/dev/copt/doc/auto_examples/auto_examples_jupyter.zip>`


.. only:: html

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

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