pyrelational.strategies
=======================

Abstract strategy
-----------------

.. automodule:: pyrelational.strategies.abstract_strategy
   :members:
   :undoc-members:
   :show-inheritance:

Strategies for regression tasks
-------------------------------

Abstract regression strategy
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: pyrelational.strategies.regression.regression_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Expected improvement
~~~~~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.regression.expected_improvement_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Mean Prediction
~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.regression.mean_prediction_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Least confidence
~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.regression.least_confidence_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Thompson sampling
~~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.regression.thompson_sampling_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Upper confidence bound
~~~~~~~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.regression.upper_confidence_bound_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Strategies for classification tasks
--------------------------------------
Abstract Classification strategy
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.classification.classification_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Entropy
~~~~~~~

.. automodule:: pyrelational.strategies.classification.entropy_classification_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Least confidence
~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.classification.least_confidence_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Marginal confidence
~~~~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.classification.marginal_confidence_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Confidence ratio
~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.classification.ratio_confidence_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Task-agnostic strategies
-------------------------

Random acquisition
~~~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.task_agnostic.random_acquisition_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Relative distance
~~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.task_agnostic.relative_distance_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance:

Representative sampling
~~~~~~~~~~~~~~~~~~~~~~~

.. automodule:: pyrelational.strategies.task_agnostic.representative_sampling_strategy
   :members:
   :undoc-members:
   :special-members: __call__
   :show-inheritance: