

.. _sphx_glr_auto_examples_bicluster:

.. _bicluster_examples:

Biclustering
------------

Examples concerning biclustering techniques.



.. raw:: html

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

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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to generate a checkerboard dataset and bicluster it using the SpectralBiclustering algorithm. The spectral biclustering algorithm is specifically designed to cluster data by simultaneously considering both the rows (samples) and columns (features) of a matrix. It aims to identify patterns not only between samples but also within subsets of samples, allowing for the detection of localized structure within the data. This makes spectral biclustering particularly well-suited for datasets where the order or arrangement of features is fixed, such as in images, time series, or genomes.">

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  .. image:: /auto_examples/bicluster/images/thumb/sphx_glr_plot_spectral_biclustering_thumb.png
    :alt:

  :doc:`/auto_examples/bicluster/plot_spectral_biclustering`

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      <div class="sphx-glr-thumbnail-title">A demo of the Spectral Biclustering algorithm</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to generate a dataset and bicluster it using the Spectral Co-Clustering algorithm.">

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  .. image:: /auto_examples/bicluster/images/thumb/sphx_glr_plot_spectral_coclustering_thumb.png
    :alt:

  :doc:`/auto_examples/bicluster/plot_spectral_coclustering`

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      <div class="sphx-glr-thumbnail-title">A demo of the Spectral Co-Clustering algorithm</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates the Spectral Co-clustering algorithm on the twenty newsgroups dataset. The &#x27;comp.os.ms-windows.misc&#x27; category is excluded because it contains many posts containing nothing but data.">

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  .. image:: /auto_examples/bicluster/images/thumb/sphx_glr_plot_bicluster_newsgroups_thumb.png
    :alt:

  :doc:`/auto_examples/bicluster/plot_bicluster_newsgroups`

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      <div class="sphx-glr-thumbnail-title">Biclustering documents with the Spectral Co-clustering algorithm</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/bicluster/plot_spectral_biclustering
   /auto_examples/bicluster/plot_spectral_coclustering
   /auto_examples/bicluster/plot_bicluster_newsgroups

