111 citations · 262 across the 7 of their papers we have counts for
4 papers · 1 filter
Generalised Measures of Multivariate Information Content
Conor Finn, Joseph T. Lizier
The entropy of a pair of random variables is commonly depicted using a Venn diagram. This representation is potentially misleading, however, since the multivariate mutual informati…
IDTxl: The Information Dynamics Toolkit xl: a Python package for the efficient analysis of multivariate information dynamics in networks
Patricia Wollstadt, Joseph T. Lizier, Raul Vicente +5
The Information Dynamics Toolkit xl (IDTxl) is a comprehensive software package for efficient inference of networks and their node dynamics from multivariate time series data using…
Probability Mass Exclusions and the Directed Components of Pointwise Mutual Information
Conor Finn, Joseph T Lizier
This paper examines how an event from one random variable provides pointwise mutual information about an event from another variable via probability mass exclusions. We start by in…
Pointwise Partial Information Decomposition using the Specificity and Ambiguity Lattices
Conor Finn, Joseph T Lizier
What are the distinct ways in which a set of predictor variables can provide information about a target variable? When does a variable provide unique information, when do variables…