.. _sphx_glr_auto_examples_decomposition_workflows:

Decomposition Workflows
=======================

Examples for comparing decomposition settings and structured workflows.


.. raw:: html

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

.. thumbnail-parent-div-open

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    <div class="sphx-glr-thumbcontainer" tooltip="Compare reconstruction quality across retained decomposition orders on the same tensor.">

.. only:: html

  .. image:: /auto_examples/decomposition_workflows/images/thumb/sphx_glr_plot_compare_orders_thumb.png
    :alt:

  :doc:`/auto_examples/decomposition_workflows/plot_compare_orders`

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      <div class="sphx-glr-thumbnail-title">Compare Decomposition Orders</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Run EMPR with user-defined support vectors and inspect how the chosen supports affect the reconstruction.">

.. only:: html

  .. image:: /auto_examples/decomposition_workflows/images/thumb/sphx_glr_plot_empr_custom_supports_thumb.png
    :alt:

  :doc:`/auto_examples/decomposition_workflows/plot_empr_custom_supports`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">EMPR with Custom Supports</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Run HDMR with user-defined weight vectors and inspect how the chosen weights affect the reconstruction.">

.. only:: html

  .. image:: /auto_examples/decomposition_workflows/images/thumb/sphx_glr_plot_hdmr_custom_weights_thumb.png
    :alt:

  :doc:`/auto_examples/decomposition_workflows/plot_hdmr_custom_weights`

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      <div class="sphx-glr-thumbnail-title">HDMR with Custom Weights</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Inspect the available component keys and visualize the magnitude of each component term.">

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  .. image:: /auto_examples/decomposition_workflows/images/thumb/sphx_glr_plot_inspect_components_thumb.png
    :alt:

  :doc:`/auto_examples/decomposition_workflows/plot_inspect_components`

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      <div class="sphx-glr-thumbnail-title">Inspect Component Terms</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Compare full and lower-order reconstructions and relate the approximation quality to the retained component terms.">

.. only:: html

  .. image:: /auto_examples/decomposition_workflows/images/thumb/sphx_glr_plot_lower_order_reconstruction_thumb.png
    :alt:

  :doc:`/auto_examples/decomposition_workflows/plot_lower_order_reconstruction`

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      <div class="sphx-glr-thumbnail-title">Lower-Order Reconstruction</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/decomposition_workflows/plot_compare_orders
   /auto_examples/decomposition_workflows/plot_empr_custom_supports
   /auto_examples/decomposition_workflows/plot_hdmr_custom_weights
   /auto_examples/decomposition_workflows/plot_inspect_components
   /auto_examples/decomposition_workflows/plot_lower_order_reconstruction