Information Theory ================== Information-theoretic measures for causal discovery. Main Functions -------------- .. autofunction:: causationentropy.core.information.conditional_mutual_information.conditional_mutual_information .. autofunction:: causationentropy.core.information.conditional_mutual_information.gaussian_conditional_mutual_information Nonparametric Estimators ------------------------ .. autofunction:: causationentropy.core.information.conditional_mutual_information.kde_conditional_mutual_information .. autofunction:: causationentropy.core.information.conditional_mutual_information.knn_conditional_mutual_information .. autofunction:: causationentropy.core.information.conditional_mutual_information.geometric_knn_conditional_mutual_information Distribution-Specific Estimators -------------------------------- .. autofunction:: causationentropy.core.information.conditional_mutual_information.poisson_conditional_mutual_information Entropy Functions ----------------- .. automodule:: causationentropy.core.information.entropy :members: :undoc-members: :show-inheritance: Mutual Information Functions --------------------------- .. automodule:: causationentropy.core.information.mutual_information :members: :undoc-members: :show-inheritance: