.. _sphx_glr_examples_06_we8there:

.. _examples_we8there_index:

we8there bag-of-words text dataset
----------------------------------

Text from some restaurant reviews (Taddy 2012). Variational training of mixture models and topic models with Multinomial likelihoods.



.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="VB coordinate descent for Mixture of Multinomials">

.. only:: html

  .. image:: /examples/06_we8there/images/thumb/sphx_glr_run-01-demo=mix_vb_single_run-model=mix+mult_thumb.png
    :alt: VB coordinate descent for Mixture of Multinomials

  :ref:`sphx_glr_examples_06_we8there_run-01-demo=mix_vb_single_run-model=mix+mult.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">VB coordinate descent for Mixture of Multinomials</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="VB coordinate descent for DP Mixture of Multinomials">

.. only:: html

  .. image:: /examples/06_we8there/images/thumb/sphx_glr_run-02-demo=mix_vb+proposals-model=dp_mix+mult_thumb.png
    :alt: VB coordinate descent for DP Mixture of Multinomials

  :ref:`sphx_glr_examples_06_we8there_run-02-demo=mix_vb+proposals-model=dp_mix+mult.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">VB coordinate descent for DP Mixture of Multinomials</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Standard variational training for topic model">

.. only:: html

  .. image:: /examples/06_we8there/images/thumb/sphx_glr_run-03-demo=topic_vb_single_run-model=hdp_topic+mult_thumb.png
    :alt: Standard variational training for topic model

  :ref:`sphx_glr_examples_06_we8there_run-03-demo=topic_vb_single_run-model=hdp_topic+mult.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Standard variational training for topic model</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Birth and merge variational training for topic model">

.. only:: html

  .. image:: /examples/06_we8there/images/thumb/sphx_glr_run-04-demo=topic_vb+proposals-model=hdp_topic+mult_thumb.png
    :alt: Birth and merge variational training for topic model

  :ref:`sphx_glr_examples_06_we8there_run-04-demo=topic_vb+proposals-model=hdp_topic+mult.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Birth and merge variational training for topic model</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples/06_we8there/run-01-demo=mix_vb_single_run-model=mix+mult
   /examples/06_we8there/run-02-demo=mix_vb+proposals-model=dp_mix+mult
   /examples/06_we8there/run-03-demo=topic_vb_single_run-model=hdp_topic+mult
   /examples/06_we8there/run-04-demo=topic_vb+proposals-model=hdp_topic+mult