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.. _sphx_glr_auto_examples:

.. _general_examples:

Examples Gallery
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.. contents:: Contents
   :local:
   :depth: 3



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    <div class="sphx-glr-thumbcontainer" tooltip="From the data, a good dual stepsize can be estimated in the case of sparse recovery.">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_datadriven_sigma_thumb.png
     :alt: Data-driven for dual stepsize choice in sparse recovery

     :ref:`sphx_glr_auto_examples_plot_datadriven_sigma.py`

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    </div>


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   /auto_examples/plot_datadriven_sigma

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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows that the Bregman divergence is not enough to control convergence of the iter...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_rate_bregman_thumb.png
     :alt: Nullity of Bregman guarantees

     :ref:`sphx_glr_auto_examples_plot_rate_bregman.py`

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    </div>


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   /auto_examples/plot_rate_bregman

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    <div class="sphx-glr-thumbcontainer" tooltip="Plot the stopping time for low rank matrix completion.">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_stopping_lowrank_thumb.png
     :alt: Plot stopping time for low rank matrix completion

     :ref:`sphx_glr_auto_examples_plot_stopping_lowrank.py`

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    </div>


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   /auto_examples/plot_stopping_lowrank

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    <div class="sphx-glr-thumbcontainer" tooltip="This is for L1 regression.">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_existence_stopping_thumb.png
     :alt: Show existence of stopping time

     :ref:`sphx_glr_auto_examples_plot_existence_stopping.py`

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    </div>


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   /auto_examples/plot_existence_stopping

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    <div class="sphx-glr-thumbcontainer" tooltip="This example compares Tikhonov and iterative regularization to identify the support of a linear...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_sparse_recovery_thumb.png
     :alt: Comparison with Tikhonov in L1 use for support recovery

     :ref:`sphx_glr_auto_examples_plot_sparse_recovery.py`

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    </div>


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   /auto_examples/plot_sparse_recovery

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    <div class="sphx-glr-thumbcontainer" tooltip="Comparison of Tikhonov regularization path (fast LassoCV with the celer package) and iterative ...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_cv_vs_cp_path_thumb.png
     :alt: Plot Chambolle Pock path vs Lasso Tikhonov path

     :ref:`sphx_glr_auto_examples_plot_cv_vs_cp_path.py`

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    </div>


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



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 .. 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>`_