.. _sphx_glr_auto_examples_constrained:

.. _constrained_examples:

Constrained optimization
------------------------




.. raw:: html

    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="Non-negative matrix factorizaton (NMF) using alternating minimization.">

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  .. image:: /auto_examples/constrained/images/thumb/sphx_glr_nmf_thumb.png
    :alt: Non-negative matrix factorizaton (NMF) using alternating minimization.

  :ref:`sphx_glr_auto_examples_constrained_nmf.py`

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      <div class="sphx-glr-thumbnail-title">Non-negative matrix factorizaton (NMF) using alternating minimization.</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This quadratic program can be solved either with OSQP or with block coordinate descent.    Refe...">

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  .. image:: /auto_examples/constrained/images/thumb/sphx_glr_multiclass_linear_svm_thumb.png
    :alt: Multiclass linear SVM (without intercept).

  :ref:`sphx_glr_auto_examples_constrained_multiclass_linear_svm.py`

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      <div class="sphx-glr-thumbnail-title">Multiclass linear SVM (without intercept).</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="The dual objective of binary kernel SVMs with an intercept contains both box constraints and an...">

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  .. image:: /auto_examples/constrained/images/thumb/sphx_glr_binary_kernel_svm_with_intercept_thumb.png
    :alt: Binary kernel SVM with intercept.

  :ref:`sphx_glr_auto_examples_constrained_binary_kernel_svm_with_intercept.py`

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      <div class="sphx-glr-thumbnail-title">Binary kernel SVM with intercept.</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/constrained/nmf
   /auto_examples/constrained/multiclass_linear_svm
   /auto_examples/constrained/binary_kernel_svm_with_intercept