Skip to contents

Information-Theoretic Measures for Revealing Variable Interactions

Basic uncertainty and pairwise dependency

entropy()
Shannon Entropy
je()
Joint Entropy
ce()
Conditional Entropy
mi()
Mutual Information
cmi()
Conditional Mutual Information
info_imbalance()
Information Imbalance

Information flow

te()
Transfer Entropy
surd(<data.frame>) surd(<sf>) surd(<SpatRaster>) surd_discrete()
Synergistic-Unique-Redundant Decomposition

Causality detection

kocmi()
Knockoff Conditional Mutual Information
imbalance_gain()
Imbalance Gain

Miscellaneous Utility Functions

discretize()
Discretization