.. _sphx_glr_generated_sphinx_gallery_examples_4-stream:

Stream-based AL Strategies
--------------------------

.. image:: /examples/stream_classification_legend.png



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Split">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-Split-Split_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-Split-Split`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Periodic Sampling">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-PeriodicSampling-Periodic_Sampling_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-PeriodicSampling-Periodic_Sampling`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Periodic Sampling</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Stream Random Sampling">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-StreamRandomSampling-Stream_Random_Sampling_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-StreamRandomSampling-Stream_Random_Sampling`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Stream Random Sampling</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Variable-Uncertainty">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-VariableUncertainty-Variable-Uncertainty_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-VariableUncertainty-Variable-Uncertainty`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Variable-Uncertainty</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Density Based Active Learning for Data Streams">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-StreamDensityBasedAL-Density_Based_Active_Learning_for_Data_Streams_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-StreamDensityBasedAL-Density_Based_Active_Learning_for_Data_Streams`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Density Based Active Learning for Data Streams</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Fixed-Uncertainty">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-FixedUncertainty-Fixed-Uncertainty_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-FixedUncertainty-Fixed-Uncertainty`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Fixed-Uncertainty</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Randomized-Variable-Uncertainty">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-RandomVariableUncertainty-Randomized-Variable-Uncertainty_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-RandomVariableUncertainty-Randomized-Variable-Uncertainty`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Randomized-Variable-Uncertainty</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Cognitive Dual-Query Strategy with Random Sampling">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-CognitiveDualQueryStrategyRan-Cognitive_Dual-Query_Strategy_with_Random_Sampling_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-CognitiveDualQueryStrategyRan-Cognitive_Dual-Query_Strategy_with_Random_Sampling`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Cognitive Dual-Query Strategy with Random Sampling</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Cognitive Dual-Query Strategy with Variable-Uncertainty">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-CognitiveDualQueryStrategyVarUn-Cognitive_Dual-Query_Strategy_with_Variable-Uncertainty_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-CognitiveDualQueryStrategyVarUn-Cognitive_Dual-Query_Strategy_with_Variable-Uncertainty`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Cognitive Dual-Query Strategy with Variable-Uncertainty</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Cognitive Dual-Query Strategy with Randomized-Variable-Uncertainty">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-CognitiveDualQueryStrategyRanVarUn-Cognitive_Dual-Query_Strategy_with_Randomized-Variable-Uncertainty_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-CognitiveDualQueryStrategyRanVarUn-Cognitive_Dual-Query_Strategy_with_Randomized-Variable-Uncertainty`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Cognitive Dual-Query Strategy with Randomized-Variable-Uncertainty</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Cognitive Dual-Query Strategy with Fixed-Uncertainty">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-CognitiveDualQueryStrategyFixUn-Cognitive_Dual-Query_Strategy_with_Fixed-Uncertainty_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-CognitiveDualQueryStrategyFixUn-Cognitive_Dual-Query_Strategy_with_Fixed-Uncertainty`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Cognitive Dual-Query Strategy with Fixed-Uncertainty</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Probabilistic Active Learning in Datastreams">

.. only:: html

  .. image:: /generated/sphinx_gallery_examples/4-stream/images/thumb/sphx_glr_plot-StreamProbabilisticAL-Probabilistic_Active_Learning_in_Datastreams_thumb.gif
    :alt:

  :doc:`/generated/sphinx_gallery_examples/4-stream/plot-StreamProbabilisticAL-Probabilistic_Active_Learning_in_Datastreams`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Probabilistic Active Learning in Datastreams</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /generated/sphinx_gallery_examples/4-stream/plot-Split-Split
   /generated/sphinx_gallery_examples/4-stream/plot-PeriodicSampling-Periodic_Sampling
   /generated/sphinx_gallery_examples/4-stream/plot-StreamRandomSampling-Stream_Random_Sampling
   /generated/sphinx_gallery_examples/4-stream/plot-VariableUncertainty-Variable-Uncertainty
   /generated/sphinx_gallery_examples/4-stream/plot-StreamDensityBasedAL-Density_Based_Active_Learning_for_Data_Streams
   /generated/sphinx_gallery_examples/4-stream/plot-FixedUncertainty-Fixed-Uncertainty
   /generated/sphinx_gallery_examples/4-stream/plot-RandomVariableUncertainty-Randomized-Variable-Uncertainty
   /generated/sphinx_gallery_examples/4-stream/plot-CognitiveDualQueryStrategyRan-Cognitive_Dual-Query_Strategy_with_Random_Sampling
   /generated/sphinx_gallery_examples/4-stream/plot-CognitiveDualQueryStrategyVarUn-Cognitive_Dual-Query_Strategy_with_Variable-Uncertainty
   /generated/sphinx_gallery_examples/4-stream/plot-CognitiveDualQueryStrategyRanVarUn-Cognitive_Dual-Query_Strategy_with_Randomized-Variable-Uncertainty
   /generated/sphinx_gallery_examples/4-stream/plot-CognitiveDualQueryStrategyFixUn-Cognitive_Dual-Query_Strategy_with_Fixed-Uncertainty
   /generated/sphinx_gallery_examples/4-stream/plot-StreamProbabilisticAL-Probabilistic_Active_Learning_in_Datastreams