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Independence Tests

This section includes conditional tests of independence. These tests are used in many constraint-based learning algorithms such as :class:`PC <pybnesian.learning.algorithms.PC>`, :class:`MMPC <pybnesian.learning.algorithms.MMPC>`, :class:`MMHC <pybnesian.learning.algorithms.MMHC>` and :class:`DMMHC <pybnesian.learning.algorithms.DMMHC>`.

Abstract classes

.. autoclass:: pybnesian.learning.independences.IndependenceTest
    :members:
    :special-members: __init__, __str__


.. autoclass:: pybnesian.learning.independences.DynamicIndependenceTest
    :members:
    :special-members: __str__

Concrete classes

.. autoclass:: pybnesian.learning.independences.LinearCorrelation
    :show-inheritance:
    :members:
    :special-members: __init__, __str__


.. autoclass:: pybnesian.learning.independences.KMutualInformation
    :show-inheritance:
    :members:
    :special-members: __init__, __str__


.. autoclass:: pybnesian.learning.independences.RCoT
    :show-inheritance:
    :members:
    :special-members: __init__, __str__


.. autoclass:: pybnesian.learning.independences.DynamicLinearCorrelation
    :show-inheritance:
    :members:
    :special-members: __init__, __str__


.. autoclass:: pybnesian.learning.independences.DynamicKMutualInformation
    :show-inheritance:
    :members:
    :special-members: __init__, __str__


.. autoclass:: pybnesian.learning.independences.DynamicRCoT
    :show-inheritance:
    :members:
    :special-members: __init__, __str__

Bibliography

[CMIknn]Runge, J. (2018). Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information. International Conference on Artificial Intelligence and Statistics, AISTATS 2018, 84, 938–947.
[RCoT]Strobl, E. V., Zhang, K., & Visweswaran, S. (2019). Approximate kernel-based conditional independence tests for fast non-parametric causal discovery. Journal of Causal Inference, 7(1).