====================================
``banditpylib.learners.mab_learner``
====================================

.. automodule:: banditpylib.learners.mab_learner

   .. contents::
      :local:

.. currentmodule:: banditpylib.learners.mab_learner


Classes
=======

- :py:class:`MABLearner`:
  Abstract class for learners playing with the ordinary multi-armed bandit

- :py:class:`EpsGreedy`:
  Epsilon-Greedy policy

- :py:class:`UCB`:
  Upper Confidence Bound policy :cite:`auer2002finite`

- :py:class:`ThompsonSampling`:
  Thompson Sampling policy :cite:`agrawal2017near`

- :py:class:`Uniform`:
  Uniform policy

- :py:class:`UCBV`:
  UCBV policy :cite:`audibert2009exploration`

- :py:class:`MOSS`:
  MOSS policy :cite:`audibert2009minimax`

- :py:class:`EXP3`:
  EXP3 policy :cite:`DBLP:journals/siamcomp/AuerCFS02`

- :py:class:`ExploreThenCommit`:
  Explore-Then-Commit policy

- :py:class:`Softmax`:
  Softmax policy


.. autoclass:: MABLearner
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: MABLearner
      :parts: 1

.. autoclass:: EpsGreedy
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: EpsGreedy
      :parts: 1

.. autoclass:: UCB
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: UCB
      :parts: 1

.. autoclass:: ThompsonSampling
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: ThompsonSampling
      :parts: 1

.. autoclass:: Uniform
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: Uniform
      :parts: 1

.. autoclass:: UCBV
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: UCBV
      :parts: 1

.. autoclass:: MOSS
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: MOSS
      :parts: 1

.. autoclass:: EXP3
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: EXP3
      :parts: 1

.. autoclass:: ExploreThenCommit
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: ExploreThenCommit
      :parts: 1

.. autoclass:: Softmax
   :members:

   .. rubric:: Inheritance
   .. inheritance-diagram:: Softmax
      :parts: 1