Examples#
Illustration of the main functions.
Tutorials#
How to simulate redundancy and synergy
How to simulate redundancy and synergy
Machine-learning vs. Information theoretic approaches for HOI
Machine-learning vs. Information theoretic approaches for HOI
Entropy and mutual information#
Introduction to core information theoretical metrics
Introduction to core information theoretical metrics
Comparison of mutual-information estimators
Comparison of mutual-information estimators
Comparison of entropy estimators for a multivariate normal
Comparison of entropy estimators for a multivariate normal
Comparison of entropy estimators for various distributions
Comparison of entropy estimators for various distributions
Comparison of entropy estimators with high-dimensional data
Comparison of entropy estimators with high-dimensional data
Comparison of MI estimators with high-dimensional data
Comparison of MI estimators with high-dimensional data
Metrics of HOI#
Topological Information : conditioning on orders
Topological Information : conditioning on orders
Redundancy-Synergy Index
Integrated Information Decomposition
Integrated Information Decomposition
Redundancy and Synergy MMI
O-information and its derivatives for network behavior and encoding
O-information and its derivatives for network behavior and encoding
Statistics : bootstrapping and permutations#
Bootstrapping and confidence interval
Bootstrapping and confidence interval
Miscellaneous#
Inspect and plot Higher-Order Interactions
Inspect and plot Higher-Order Interactions
Quick introduction to jax