.. _sphx_glr_auto_examples_transformation:

.. _transformation_examples:

Transformation algorithms
-------------------------

Transformation algorithms try to capture the most important information
from time series using advanced transformation. They can be seen as complex
feature extraction algorithms.



.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Bag-of-words approaches are common in time series classification. The Bag-of-patterns algorithm...">

.. only:: html

  .. image:: /auto_examples/transformation/images/thumb/sphx_glr_plot_bop_thumb.png
    :alt: Bag of Patterns

  :ref:`sphx_glr_auto_examples_transformation_plot_bop.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Bag of Patterns</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Bag-of-words approaches are common in time series classification. The Bag-of-SFA Symbols (BOSS)...">

.. only:: html

  .. image:: /auto_examples/transformation/images/thumb/sphx_glr_plot_boss_thumb.png
    :alt: Bag-of-SFA Symbols (BOSS)

  :ref:`sphx_glr_auto_examples_transformation_plot_boss.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Bag-of-SFA Symbols (BOSS)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The RandOm Convolutional KErnel Transform (ROCKET) algorithm randomly generates a great variety...">

.. only:: html

  .. image:: /auto_examples/transformation/images/thumb/sphx_glr_plot_rocket_thumb.png
    :alt: RandOm Convolutional KErnel Transform (ROCKET)

  :ref:`sphx_glr_auto_examples_transformation_plot_rocket.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">RandOm Convolutional KErnel Transform (ROCKET)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The Shapelet Transform algorithm extracts shapelets from a data set of time series and returns ...">

.. only:: html

  .. image:: /auto_examples/transformation/images/thumb/sphx_glr_plot_shapelet_transform_thumb.png
    :alt: Shapelet Transform

  :ref:`sphx_glr_auto_examples_transformation_plot_shapelet_transform.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Shapelet Transform</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Bag-of-words approaches are common in time series classification. The Word ExtrAction for time ...">

.. only:: html

  .. image:: /auto_examples/transformation/images/thumb/sphx_glr_plot_weasel_thumb.png
    :alt: Word ExtrAction for time SEries cLassification (WEASEL)

  :ref:`sphx_glr_auto_examples_transformation_plot_weasel.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Word ExtrAction for time SEries cLassification (WEASEL)</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/transformation/plot_bop
   /auto_examples/transformation/plot_boss
   /auto_examples/transformation/plot_rocket
   /auto_examples/transformation/plot_shapelet_transform
   /auto_examples/transformation/plot_weasel