Information Estimators ====================== .. currentmodule:: driada.information This module provides different estimators for computing information-theoretic quantities. Gaussian Copula Estimators -------------------------- The Gaussian Copula Mutual Information (GCMI) method provides fast parametric estimation. .. autofunction:: driada.information.gcmi.copnorm .. autofunction:: driada.information.gcmi.ctransform .. autofunction:: driada.information.gcmi.gcmi_cc .. autofunction:: driada.information.gcmi.ent_g KSG Non-parametric Estimators ------------------------------ K-nearest neighbor based estimators for non-parametric entropy and MI estimation. .. autofunction:: nonparam_entropy_c Utility Functions ----------------- .. automodule:: driada.information.gcmi_jit_utils :members: :undoc-members: